Dataset info
| Number of variables | 123 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 299504 (24.3%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 9.4 MiB |
| Average record size in memory | 984.0 B |
Variables types
| Numeric | 71 |
|---|---|
| Categorical | 16 |
| Boolean | 32 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 4 |
| Unsupported | 0 |
Warnings
AMT_REQ_CREDIT_BUREAU_DAY is highly skewed (γ1 = 22.62951982) | Skewed |
AMT_REQ_CREDIT_BUREAU_DAY has 8592 (85.9%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_DAY has 1364 (13.6%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_HOUR has 1364 (13.6%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_MON has 7232 (72.3%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_MON has 1364 (13.6%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_QRT has 6969 (69.7%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_QRT has 1364 (13.6%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_WEEK has 8382 (83.8%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_WEEK has 1364 (13.6%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_YEAR has 2307 (23.1%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_YEAR has 1364 (13.6%) missing values | Missing |
APARTMENTS_AVG has 5122 (51.2%) missing values | Missing |
APARTMENTS_MEDI has 5122 (51.2%) missing values | Missing |
APARTMENTS_MODE has 5122 (51.2%) missing values | Missing |
BASEMENTAREA_AVG has 503 (5.0%) zeros | Zeros |
BASEMENTAREA_AVG has 5870 (58.7%) missing values | Missing |
BASEMENTAREA_MEDI has 513 (5.1%) zeros | Zeros |
BASEMENTAREA_MEDI has 5870 (58.7%) missing values | Missing |
BASEMENTAREA_MODE has 570 (5.7%) zeros | Zeros |
BASEMENTAREA_MODE has 5870 (58.7%) missing values | Missing |
CNT_CHILDREN has 6975 (69.8%) zeros | Zeros |
COMMONAREA_AVG has 279 (2.8%) zeros | Zeros |
COMMONAREA_AVG has 7003 (70.0%) missing values | Missing |
COMMONAREA_MEDI has 291 (2.9%) zeros | Zeros |
COMMONAREA_MEDI has 7003 (70.0%) missing values | Missing |
COMMONAREA_MODE has 323 (3.2%) zeros | Zeros |
COMMONAREA_MODE has 7003 (70.0%) missing values | Missing |
DAYS_LAST_PHONE_CHANGE has 1186 (11.9%) zeros | Zeros |
DEF_30_CNT_SOCIAL_CIRCLE has 8777 (87.8%) zeros | Zeros |
DEF_60_CNT_SOCIAL_CIRCLE has 9101 (91.0%) zeros | Zeros |
ELEVATORS_AVG has 2737 (27.4%) zeros | Zeros |
ELEVATORS_AVG has 5375 (53.8%) missing values | Missing |
ELEVATORS_MEDI has 2786 (27.9%) zeros | Zeros |
ELEVATORS_MEDI has 5375 (53.8%) missing values | Missing |
ELEVATORS_MODE has 2878 (28.8%) zeros | Zeros |
ELEVATORS_MODE has 5375 (53.8%) missing values | Missing |
EMERGENCYSTATE_MODE has 4790 (47.9%) missing values | Missing |
ENTRANCES_AVG has 5077 (50.8%) missing values | Missing |
ENTRANCES_MEDI has 5077 (50.8%) missing values | Missing |
ENTRANCES_MODE has 5077 (50.8%) missing values | Missing |
EXT_SOURCE_1 has 5652 (56.5%) missing values | Missing |
EXT_SOURCE_3 has 1966 (19.7%) missing values | Missing |
FLAG_DOCUMENT_10 has constant value "0" | Rejected |
FLAG_DOCUMENT_12 has constant value "0" | Rejected |
FLAG_DOCUMENT_7 has constant value "0" | Rejected |
FLAG_MOBIL has constant value "1" | Rejected |
FLOORSMAX_AVG has 5018 (50.2%) missing values | Missing |
FLOORSMAX_MEDI has 101 (1.0%) zeros | Zeros |
FLOORSMAX_MEDI has 5018 (50.2%) missing values | Missing |
FLOORSMAX_MODE has 116 (1.2%) zeros | Zeros |
FLOORSMAX_MODE has 5018 (50.2%) missing values | Missing |
FLOORSMIN_AVG has 6828 (68.3%) missing values | Missing |
FLOORSMIN_MEDI has 6828 (68.3%) missing values | Missing |
FLOORSMIN_MODE has 6828 (68.3%) missing values | Missing |
FONDKAPREMONT_MODE has 6878 (68.8%) missing values | Missing |
HOUSETYPE_MODE has 5054 (50.5%) missing values | Missing |
LANDAREA_AVG has 487 (4.9%) zeros | Zeros |
LANDAREA_AVG has 5969 (59.7%) missing values | Missing |
LANDAREA_MEDI has 495 (5.0%) zeros | Zeros |
LANDAREA_MEDI has 5969 (59.7%) missing values | Missing |
LANDAREA_MODE has 553 (5.5%) zeros | Zeros |
LANDAREA_MODE has 5969 (59.7%) missing values | Missing |
LIVINGAPARTMENTS_AVG has 6869 (68.7%) missing values | Missing |
LIVINGAPARTMENTS_MEDI has 6869 (68.7%) missing values | Missing |
LIVINGAPARTMENTS_MODE has 6869 (68.7%) missing values | Missing |
LIVINGAREA_AVG has 5076 (50.8%) missing values | Missing |
LIVINGAREA_MEDI has 5076 (50.8%) missing values | Missing |
LIVINGAREA_MODE has 5076 (50.8%) missing values | Missing |
NONLIVINGAPARTMENTS_AVG has 1765 (17.6%) zeros | Zeros |
NONLIVINGAPARTMENTS_AVG has 6957 (69.6%) missing values | Missing |
NONLIVINGAPARTMENTS_MEDI has 1830 (18.3%) zeros | Zeros |
NONLIVINGAPARTMENTS_MEDI has 6957 (69.6%) missing values | Missing |
NONLIVINGAPARTMENTS_MODE has 1937 (19.4%) zeros | Zeros |
NONLIVINGAPARTMENTS_MODE has 6957 (69.6%) missing values | Missing |
NONLIVINGAREA_AVG has 1905 (19.1%) zeros | Zeros |
NONLIVINGAREA_AVG has 5556 (55.6%) missing values | Missing |
NONLIVINGAREA_MEDI has 1987 (19.9%) zeros | Zeros |
NONLIVINGAREA_MEDI has 5556 (55.6%) missing values | Missing |
NONLIVINGAREA_MODE has 2198 (22.0%) zeros | Zeros |
NONLIVINGAREA_MODE has 5556 (55.6%) missing values | Missing |
OBS_30_CNT_SOCIAL_CIRCLE has 5370 (53.7%) zeros | Zeros |
OBS_60_CNT_SOCIAL_CIRCLE has 5404 (54.0%) zeros | Zeros |
OCCUPATION_TYPE has 3137 (31.4%) missing values | Missing |
ORGANIZATION_TYPE has a high cardinality: 57 distinct values | Warning |
OWN_CAR_AGE has 6616 (66.2%) missing values | Missing |
TOTALAREA_MODE has 4885 (48.9%) missing values | Missing |
WALLSMATERIAL_MODE has 5108 (51.1%) missing values | Missing |
YEARS_BEGINEXPLUATATION_AVG has 4937 (49.4%) missing values | Missing |
YEARS_BEGINEXPLUATATION_MEDI has 4937 (49.4%) missing values | Missing |
YEARS_BEGINEXPLUATATION_MODE has 4937 (49.4%) missing values | Missing |
YEARS_BUILD_AVG has 6681 (66.8%) missing values | Missing |
YEARS_BUILD_MEDI has 6681 (66.8%) missing values | Missing |
YEARS_BUILD_MODE has 6681 (66.8%) missing values | Missing |
AMT_ANNUITY
Numeric
| Distinct count | 4197 |
|---|---|
| Unique (%) | 42.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 26949.99825 |
|---|---|
| Minimum | 1980 |
| Maximum | 225000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1980 |
|---|---|
| 5-th percentile | 9000 |
| Q1 | 16564.5 |
| Median | 24714 |
| Q3 | 34202.25 |
| 95-th percentile | 53253 |
| Maximum | 225000 |
| Range | 223020 |
| Interquartile range | 17637.75 |
Descriptive statistics
| Standard deviation | 14421.50583 |
|---|---|
| Coef of variation | 0.5351208449 |
| Kurtosis | 10.99988845 |
| Mean | 26949.99825 |
| MAD | 10834.76737 |
| Skewness | 1.780519438 |
| Sum | 269499982.5 |
| Variance | 207979830.5 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1980. 4788. 6736.5 6756.75 7861.5 ... 57681. 71595. 81958.5 117540. 225000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 9000 | 202 | 2.0% | |
| 13500 | 165 | 1.7% | |
| 10125 | 72 | 0.7% | |
| 6750 | 71 | 0.7% | |
| 20250 | 53 | 0.5% | |
| 37800 | 52 | 0.5% | |
| 22500 | 52 | 0.5% | |
| 12375 | 47 | 0.5% | |
| 26217 | 45 | 0.4% | |
| 31653 | 44 | 0.4% | |
| Other values (4187) | 9197 | 92.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1980 | 1 | < 0.1% | |
| 3303 | 1 | < 0.1% | |
| 3321 | 1 | < 0.1% | |
| 3402 | 1 | < 0.1% | |
| 3519 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 225000 | 1 | < 0.1% | |
| 216589.5 | 1 | < 0.1% | |
| 206464.5 | 1 | < 0.1% | |
| 123669 | 1 | < 0.1% | |
| 118845 | 1 | < 0.1% |
AMT_CREDIT
Numeric
| Distinct count | 1757 |
|---|---|
| Unique (%) | 17.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 594428.9922 |
|---|---|
| Minimum | 45000 |
| Maximum | 3375000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 137520 |
| Q1 | 270000 |
| Median | 508495.5 |
| Q3 | 808650 |
| 95-th percentile | 1350000 |
| Maximum | 3375000 |
| Range | 3330000 |
| Interquartile range | 538650 |
Descriptive statistics
| Standard deviation | 400790.2881 |
|---|---|
| Coef of variation | 0.6742441795 |
| Kurtosis | 2.257975426 |
| Mean | 594428.9922 |
| MAD | 313656.1259 |
| Skewness | 1.29369733 |
| Sum | 5944289922 |
| Variance | 1.606328551e+11 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 45000. 50346. 51534. 67329. 67632.75 ... 2018202.75 2245198.5 2252250. 2697750. 3375000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 450000 | 336 | 3.4% | |
| 675000 | 299 | 3.0% | |
| 225000 | 278 | 2.8% | |
| 180000 | 238 | 2.4% | |
| 270000 | 226 | 2.3% | |
| 900000 | 208 | 2.1% | |
| 545040 | 153 | 1.5% | |
| 254700 | 139 | 1.4% | |
| 808650 | 128 | 1.3% | |
| 755190 | 115 | 1.1% | |
| Other values (1747) | 7880 | 78.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 45000 | 5 | 0.1% | |
| 47970 | 6 | 0.1% | |
| 49455 | 1 | < 0.1% | |
| 49500 | 1 | < 0.1% | |
| 49752 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3375000 | 1 | < 0.1% | |
| 3150000 | 2 | < 0.1% | |
| 2700000 | 1 | < 0.1% | |
| 2695500 | 4 | < 0.1% | |
| 2517300 | 5 | 0.1% |
AMT_GOODS_PRICE
Numeric
| Distinct count | 359 |
|---|---|
| Unique (%) | 3.6% |
| Missing (%) | < 0.1% |
| Missing (n) | 5 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 534080.7896 |
|---|---|
| Minimum | 45000 |
| Maximum | 3375000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 135000 |
| Q1 | 238500 |
| Median | 450000 |
| Q3 | 679500 |
| 95-th percentile | 1305000 |
| Maximum | 3375000 |
| Range | 3330000 |
| Interquartile range | 441000 |
Descriptive statistics
| Standard deviation | 367207.5463 |
|---|---|
| Coef of variation | 0.6875505605 |
| Kurtosis | 2.831483525 |
| Mean | 534080.7896 |
| MAD | 285701.6898 |
| Skewness | 1.408657398 |
| Sum | 5338137492 |
| Variance | 1.34841382e+11 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 450000 | 864 | 8.6% | |
| 225000 | 854 | 8.5% | |
| 675000 | 802 | 8.0% | |
| 900000 | 537 | 5.4% | |
| 270000 | 359 | 3.6% | |
| 180000 | 333 | 3.3% | |
| 454500 | 322 | 3.2% | |
| 1125000 | 279 | 2.8% | |
| 135000 | 244 | 2.4% | |
| 315000 | 188 | 1.9% | |
| Other values (348) | 5213 | 52.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 45000 | 38 | 0.4% | |
| 49500 | 3 | < 0.1% | |
| 54000 | 7 | 0.1% | |
| 58500 | 16 | 0.2% | |
| 63000 | 5 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3375000 | 1 | < 0.1% | |
| 3150000 | 2 | < 0.1% | |
| 2700000 | 1 | < 0.1% | |
| 2281500 | 1 | < 0.1% | |
| 2254500 | 2 | < 0.1% |
AMT_INCOME_TOTAL
Numeric
| Distinct count | 299 |
|---|---|
| Unique (%) | 3.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 165760.8639 |
|---|---|
| Minimum | 27000 |
| Maximum | 4500000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 27000 |
|---|---|
| 5-th percentile | 67500 |
| Q1 | 112500 |
| Median | 139500 |
| Q3 | 202500 |
| 95-th percentile | 324000 |
| Maximum | 4500000 |
| Range | 4473000 |
| Interquartile range | 90000 |
Descriptive statistics
| Standard deviation | 102915.6979 |
|---|---|
| Coef of variation | 0.620868494 |
| Kurtosis | 339.4081849 |
| Mean | 165760.8639 |
| MAD | 64791.82957 |
| Skewness | 10.08226342 |
| Sum | 1657608639 |
| Variance | 1.059164088e+10 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 27000. 35325. 36339.75 42750. 45173.25 ... 544500. 663750. 689850. 976666.5 4500000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 135000 | 1125 | 11.2% | |
| 112500 | 1033 | 10.3% | |
| 157500 | 877 | 8.8% | |
| 180000 | 755 | 7.5% | |
| 90000 | 752 | 7.5% | |
| 225000 | 681 | 6.8% | |
| 202500 | 482 | 4.8% | |
| 67500 | 388 | 3.9% | |
| 270000 | 316 | 3.2% | |
| 81000 | 209 | 2.1% | |
| Other values (289) | 3382 | 33.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 27000 | 2 | < 0.1% | |
| 28350 | 1 | < 0.1% | |
| 29250 | 4 | < 0.1% | |
| 30600 | 1 | < 0.1% | |
| 31500 | 10 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4500000 | 1 | < 0.1% | |
| 2250000 | 1 | < 0.1% | |
| 1350000 | 1 | < 0.1% | |
| 1215000 | 1 | < 0.1% | |
| 1125000 | 1 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_DAY
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.007063455303 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 85.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1151867793 |
|---|---|
| Coef of variation | 16.30742665 |
| Kurtosis | 635.906231 |
| Mean | 0.007063455303 |
| MAD | 0.01405493468 |
| Skewness | 22.62951982 |
| Sum | 61 |
| Variance | 0.01326799412 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 0 | 8592 | 85.9% | |
| 1 | 34 | 0.3% | |
| 2 | 6 | 0.1% | |
| 4 | 3 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| (Missing) | 1364 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8592 | 85.9% | |
| 1 | 34 | 0.3% | |
| 2 | 6 | 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 3 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 2 | 6 | 0.1% | |
| 1 | 34 | 0.3% | |
| 0 | 8592 | 85.9% |
AMT_REQ_CREDIT_BUREAU_HOUR
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| 0 | |
|---|---|
| 1 | 56 |
| 2 | 2 |
| (Missing) | 1364 |
| Value | Count | Frequency (%) | |
| 0 | 8577 | 85.8% | |
| 1 | 56 | 0.6% | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| (Missing) | 1364 | 13.6% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
AMT_REQ_CREDIT_BUREAU_MON
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2637795276 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 72.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.9028751756 |
|---|---|
| Coef of variation | 3.422840218 |
| Kurtosis | 92.38401544 |
| Mean | 0.2637795276 |
| MAD | 0.4417910012 |
| Skewness | 7.855436703 |
| Sum | 2278 |
| Variance | 0.8151835827 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) | |
| 0 | 7232 | 72.3% | |
| 1 | 1053 | 10.5% | |
| 2 | 182 | 1.8% | |
| 3 | 68 | 0.7% | |
| 4 | 40 | 0.4% | |
| 5 | 12 | 0.1% | |
| 6 | 11 | 0.1% | |
| 7 | 9 | 0.1% | |
| 9 | 8 | 0.1% | |
| 8 | 6 | 0.1% | |
| Other values (7) | 15 | 0.1% | |
| (Missing) | 1364 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7232 | 72.3% | |
| 1 | 1053 | 10.5% | |
| 2 | 182 | 1.8% | |
| 3 | 68 | 0.7% | |
| 4 | 40 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 19 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 13 | 4 | < 0.1% | |
| 12 | 1 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_QRT
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2664427976 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 69.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.6132974582 |
|---|---|
| Coef of variation | 2.301797848 |
| Kurtosis | 9.259708291 |
| Mean | 0.2664427976 |
| MAD | 0.4300231256 |
| Skewness | 2.722350184 |
| Sum | 2301 |
| Variance | 0.3761337722 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 0 | 6969 | 69.7% | |
| 1 | 1139 | 11.4% | |
| 2 | 452 | 4.5% | |
| 3 | 53 | 0.5% | |
| 4 | 18 | 0.2% | |
| 5 | 4 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| (Missing) | 1364 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6969 | 69.7% | |
| 1 | 1139 | 11.4% | |
| 2 | 452 | 4.5% | |
| 3 | 53 | 0.5% | |
| 4 | 18 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 4 | 18 | 0.2% | |
| 3 | 53 | 0.5% | |
| 2 | 452 | 4.5% |
AMT_REQ_CREDIT_BUREAU_WEEK
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.03207503474 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 83.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.2070319147 |
|---|---|
| Coef of variation | 6.45461233 |
| Kurtosis | 214.4995246 |
| Mean | 0.03207503474 |
| MAD | 0.06226330273 |
| Skewness | 11.05761243 |
| Sum | 277 |
| Variance | 0.04286221371 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 0 | 8382 | 83.8% | |
| 1 | 245 | 2.5% | |
| 2 | 3 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| (Missing) | 1364 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8382 | 83.8% | |
| 1 | 245 | 2.5% | |
| 2 | 3 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 1 | 245 | 2.5% |
AMT_REQ_CREDIT_BUREAU_YEAR
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 13.6% |
| Missing (n) | 1364 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.90122742 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 23.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.853735239 |
|---|---|
| Coef of variation | 0.9750202523 |
| Kurtosis | 1.368143637 |
| Mean | 1.90122742 |
| MAD | 1.446564394 |
| Skewness | 1.179609458 |
| Sum | 16419 |
| Variance | 3.436334336 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) | |
| 0 | 2307 | 23.1% | |
| 1 | 2064 | 20.6% | |
| 2 | 1653 | 16.5% | |
| 3 | 1073 | 10.7% | |
| 4 | 693 | 6.9% | |
| 5 | 399 | 4.0% | |
| 6 | 219 | 2.2% | |
| 7 | 127 | 1.3% | |
| 8 | 58 | 0.6% | |
| 9 | 40 | 0.4% | |
| Other values (3) | 3 | < 0.1% | |
| (Missing) | 1364 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2307 | 23.1% | |
| 1 | 2064 | 20.6% | |
| 2 | 1653 | 16.5% | |
| 3 | 1073 | 10.7% | |
| 4 | 693 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 9 | 40 | 0.4% | |
| 8 | 58 | 0.6% |
APARTMENTS_AVG
Numeric
| Distinct count | 755 |
|---|---|
| Unique (%) | 7.5% |
| Missing (%) | 51.2% |
| Missing (n) | 5122 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1164123821 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.009725 |
| Q1 | 0.0577 |
| Median | 0.0866 |
| Q3 | 0.1474 |
| 95-th percentile | 0.3299 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0897 |
Descriptive statistics
| Standard deviation | 0.1066399606 |
|---|---|
| Coef of variation | 0.9160534186 |
| Kurtosis | 10.91829789 |
| Mean | 0.1164123821 |
| MAD | 0.07258913993 |
| Skewness | 2.572915006 |
| Sum | 567.8596 |
| Variance | 0.0113720812 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0619 | 225 | 2.2% | |
| 0.0825 | 215 | 2.1% | |
| 0.0928 | 146 | 1.5% | |
| 0.0165 | 125 | 1.2% | |
| 0.0722 | 113 | 1.1% | |
| 0.0082 | 107 | 1.1% | |
| 0.1031 | 92 | 0.9% | |
| 0.1485 | 89 | 0.9% | |
| 0.0124 | 81 | 0.8% | |
| 0.1237 | 74 | 0.7% | |
| Other values (744) | 3611 | 36.1% | |
| (Missing) | 5122 | 51.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 0.1% | |
| 0.001 | 13 | 0.1% | |
| 0.0021 | 25 | 0.2% | |
| 0.0026 | 1 | < 0.1% | |
| 0.0027 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9557 | 1 | < 0.1% | |
| 0.8938 | 1 | < 0.1% | |
| 0.8402 | 1 | < 0.1% | |
| 0.8381 | 1 | < 0.1% |
APARTMENTS_MEDI
Numeric
| Distinct count | 560 |
|---|---|
| Unique (%) | 5.6% |
| Missing (%) | 51.2% |
| Missing (n) | 5122 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1168718942 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0094 |
| Q1 | 0.0578 |
| Median | 0.0864 |
| Q3 | 0.1478 |
| 95-th percentile | 0.3321 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.09 |
Descriptive statistics
| Standard deviation | 0.1076494912 |
|---|---|
| Coef of variation | 0.9210896419 |
| Kurtosis | 10.85955199 |
| Mean | 0.1168718942 |
| MAD | 0.07311558875 |
| Skewness | 2.580580518 |
| Sum | 570.1011 |
| Variance | 0.01158841295 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0625 | 231 | 2.3% | |
| 0.0833 | 231 | 2.3% | |
| 0.0937 | 157 | 1.6% | |
| 0.0167 | 129 | 1.3% | |
| 0.0729 | 119 | 1.2% | |
| 0.0083 | 109 | 1.1% | |
| 0.1041 | 100 | 1.0% | |
| 0.1499 | 99 | 1.0% | |
| 0.1249 | 86 | 0.9% | |
| 0.0125 | 86 | 0.9% | |
| Other values (549) | 3531 | 35.3% | |
| (Missing) | 5122 | 51.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 0.001 | 13 | 0.1% | |
| 0.0021 | 27 | 0.3% | |
| 0.0026 | 1 | < 0.1% | |
| 0.0031 | 17 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9649 | 1 | < 0.1% | |
| 0.9025 | 1 | < 0.1% | |
| 0.8483 | 1 | < 0.1% | |
| 0.8463 | 1 | < 0.1% |
APARTMENTS_MODE
Numeric
| Distinct count | 439 |
|---|---|
| Unique (%) | 4.4% |
| Missing (%) | 51.2% |
| Missing (n) | 5122 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.113653485 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0084 |
| Q1 | 0.0525 |
| Median | 0.084 |
| Q3 | 0.14155 |
| 95-th percentile | 0.3267 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.08905 |
Descriptive statistics
| Standard deviation | 0.1077109181 |
|---|---|
| Coef of variation | 0.9477132892 |
| Kurtosis | 11.45816222 |
| Mean | 0.113653485 |
| MAD | 0.07235271062 |
| Skewness | 2.673181879 |
| Sum | 554.4017 |
| Variance | 0.01160164189 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.063 | 257 | 2.6% | |
| 0.084 | 242 | 2.4% | |
| 0.0945 | 162 | 1.6% | |
| 0.0168 | 135 | 1.4% | |
| 0.0735 | 127 | 1.3% | |
| 0.0084 | 116 | 1.2% | |
| 0.105 | 98 | 1.0% | |
| 0.1513 | 95 | 0.9% | |
| 0.0126 | 93 | 0.9% | |
| 0.0756 | 88 | 0.9% | |
| Other values (428) | 3465 | 34.6% | |
| (Missing) | 5122 | 51.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 21 | 0.2% | |
| 0.0011 | 14 | 0.1% | |
| 0.0021 | 34 | 0.3% | |
| 0.0032 | 18 | 0.2% | |
| 0.0042 | 35 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9737 | 1 | < 0.1% | |
| 0.9107 | 1 | < 0.1% | |
| 0.8561 | 1 | < 0.1% | |
| 0.854 | 1 | < 0.1% |
BASEMENTAREA_AVG
Numeric
| Distinct count | 1609 |
|---|---|
| Unique (%) | 16.1% |
| Missing (%) | 58.7% |
| Missing (n) | 5870 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08880975787 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0454 |
| Median | 0.0761 |
| Q3 | 0.111275 |
| 95-th percentile | 0.22402 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.065875 |
Descriptive statistics
| Standard deviation | 0.08718809891 |
|---|---|
| Coef of variation | 0.9817400813 |
| Kurtosis | 32.15046426 |
| Mean | 0.08880975787 |
| MAD | 0.05297534975 |
| Skewness | 4.160747171 |
| Sum | 366.7843 |
| Variance | 0.007601764591 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 503 | 5.0% | |
| 0.0545 | 12 | 0.1% | |
| 0.0782 | 11 | 0.1% | |
| 0.0682 | 11 | 0.1% | |
| 0.0805 | 11 | 0.1% | |
| 0.0625 | 10 | 0.1% | |
| 0.0609 | 10 | 0.1% | |
| 0.0764 | 9 | 0.1% | |
| 0.0652 | 9 | 0.1% | |
| 0.065 | 9 | 0.1% | |
| Other values (1598) | 3535 | 35.4% | |
| (Missing) | 5870 | 58.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 503 | 5.0% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 4 | < 0.1% | |
| 0.0005 | 3 | < 0.1% | |
| 0.0007 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 7 | 0.1% | |
| 0.9636 | 1 | < 0.1% | |
| 0.919 | 1 | < 0.1% | |
| 0.9098 | 1 | < 0.1% | |
| 0.8165 | 1 | < 0.1% |
BASEMENTAREA_MEDI
Numeric
| Distinct count | 1599 |
|---|---|
| Unique (%) | 16.0% |
| Missing (%) | 58.7% |
| Missing (n) | 5870 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08836331719 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0449 |
| Median | 0.07595 |
| Q3 | 0.1105 |
| 95-th percentile | 0.2211 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0656 |
Descriptive statistics
| Standard deviation | 0.08725868373 |
|---|---|
| Coef of variation | 0.9874989589 |
| Kurtosis | 32.13447703 |
| Mean | 0.08836331719 |
| MAD | 0.05296326161 |
| Skewness | 4.163777183 |
| Sum | 364.9405 |
| Variance | 0.007614077886 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 513 | 5.1% | |
| 0.0545 | 14 | 0.1% | |
| 0.0782 | 13 | 0.1% | |
| 0.0805 | 11 | 0.1% | |
| 0.0609 | 10 | 0.1% | |
| 0.0625 | 10 | 0.1% | |
| 0.0845 | 10 | 0.1% | |
| 0.0682 | 10 | 0.1% | |
| 0.0801 | 9 | 0.1% | |
| 0.0623 | 9 | 0.1% | |
| Other values (1588) | 3521 | 35.2% | |
| (Missing) | 5870 | 58.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 513 | 5.1% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 4 | < 0.1% | |
| 0.0005 | 3 | < 0.1% | |
| 0.0007 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 7 | 0.1% | |
| 0.9636 | 1 | < 0.1% | |
| 0.919 | 1 | < 0.1% | |
| 0.9098 | 1 | < 0.1% | |
| 0.8165 | 1 | < 0.1% |
BASEMENTAREA_MODE
Numeric
| Distinct count | 1587 |
|---|---|
| Unique (%) | 15.9% |
| Missing (%) | 58.7% |
| Missing (n) | 5870 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08784401937 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.04085 |
| Median | 0.07455 |
| Q3 | 0.111575 |
| 95-th percentile | 0.22462 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.070725 |
Descriptive statistics
| Standard deviation | 0.08940266745 |
|---|---|
| Coef of variation | 1.01774336 |
| Kurtosis | 30.98167431 |
| Mean | 0.08784401937 |
| MAD | 0.05453547974 |
| Skewness | 4.095685825 |
| Sum | 362.7958 |
| Variance | 0.007992836948 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 570 | 5.7% | |
| 0.0566 | 12 | 0.1% | |
| 0.0811 | 11 | 0.1% | |
| 0.0677 | 10 | 0.1% | |
| 0.0623 | 10 | 0.1% | |
| 0.0864 | 9 | 0.1% | |
| 0.0575 | 9 | 0.1% | |
| 0.0586 | 9 | 0.1% | |
| 0.0829 | 9 | 0.1% | |
| 0.0613 | 9 | 0.1% | |
| Other values (1576) | 3472 | 34.7% | |
| (Missing) | 5870 | 58.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 570 | 5.7% | |
| 0.0001 | 2 | < 0.1% | |
| 0.0002 | 4 | < 0.1% | |
| 0.0005 | 2 | < 0.1% | |
| 0.0006 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 8 | 0.1% | |
| 0.9537 | 1 | < 0.1% | |
| 0.9442 | 1 | < 0.1% | |
| 0.8474 | 1 | < 0.1% | |
| 0.8457 | 1 | < 0.1% |
CNT_CHILDREN
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4238 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 69.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.725566127 |
|---|---|
| Coef of variation | 1.712048436 |
| Kurtosis | 2.883213532 |
| Mean | 0.4238 |
| MAD | 0.591201 |
| Skewness | 1.745748031 |
| Sum | 4238 |
| Variance | 0.5264462046 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 6975 | 69.8% | |
| 1 | 1979 | 19.8% | |
| 2 | 904 | 9.0% | |
| 3 | 122 | 1.2% | |
| 4 | 16 | 0.2% | |
| 5 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6975 | 69.8% | |
| 1 | 1979 | 19.8% | |
| 2 | 904 | 9.0% | |
| 3 | 122 | 1.2% | |
| 4 | 16 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 4 | 16 | 0.2% | |
| 3 | 122 | 1.2% | |
| 2 | 904 | 9.0% |
CNT_FAM_MEMBERS
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1559 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.9159034217 |
|---|---|
| Coef of variation | 0.4248357631 |
| Kurtosis | 0.8566941857 |
| Mean | 2.1559 |
| MAD | 0.6767258 |
| Skewness | 0.8597902347 |
| Sum | 21559 |
| Variance | 0.8388790779 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 4.5 5.5 7. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 5066 | 50.7% | |
| 1 | 2244 | 22.4% | |
| 3 | 1730 | 17.3% | |
| 4 | 829 | 8.3% | |
| 5 | 113 | 1.1% | |
| 6 | 14 | 0.1% | |
| 7 | 4 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2244 | 22.4% | |
| 2 | 5066 | 50.7% | |
| 3 | 1730 | 17.3% | |
| 4 | 829 | 8.3% | |
| 5 | 113 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 4 | < 0.1% | |
| 6 | 14 | 0.1% | |
| 5 | 113 | 1.1% | |
| 4 | 829 | 8.3% | |
| 3 | 1730 | 17.3% |
CODE_GENDER
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| F | |
|---|---|
| M | |
| XNA | 1 |
| Value | Count | Frequency (%) | |
| F | 6657 | 66.6% | |
| M | 3342 | 33.4% | |
| XNA | 1 | < 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 1.0002 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
COMMONAREA_AVG
Numeric
| Distinct count | 1021 |
|---|---|
| Unique (%) | 10.2% |
| Missing (%) | 70.0% |
| Missing (n) | 7003 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04268722055 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 2.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0077 |
| Median | 0.0207 |
| Q3 | 0.0491 |
| 95-th percentile | 0.1517 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0414 |
Descriptive statistics
| Standard deviation | 0.06812944284 |
|---|---|
| Coef of variation | 1.596014965 |
| Kurtosis | 33.44184011 |
| Mean | 0.04268722055 |
| MAD | 0.04000726492 |
| Skewness | 4.568352736 |
| Sum | 127.9336 |
| Variance | 0.004641620981 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 279 | 2.8% | |
| 0.0078 | 15 | 0.1% | |
| 0.0077 | 15 | 0.1% | |
| 0.0014 | 15 | 0.1% | |
| 0.011 | 14 | 0.1% | |
| 0.0079 | 14 | 0.1% | |
| 0.007 | 13 | 0.1% | |
| 0.0069 | 13 | 0.1% | |
| 0.0015 | 13 | 0.1% | |
| 0.0114 | 12 | 0.1% | |
| Other values (1010) | 2594 | 25.9% | |
| (Missing) | 7003 | 70.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 279 | 2.8% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 7 | 0.1% | |
| 0.0004 | 3 | < 0.1% | |
| 0.0005 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.7688 | 1 | < 0.1% | |
| 0.7143 | 1 | < 0.1% | |
| 0.6408 | 1 | < 0.1% | |
| 0.5329 | 1 | < 0.1% |
COMMONAREA_MEDI
Numeric
| Distinct count | 1017 |
|---|---|
| Unique (%) | 10.2% |
| Missing (%) | 70.0% |
| Missing (n) | 7003 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04251891892 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 2.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0075 |
| Median | 0.0203 |
| Q3 | 0.0487 |
| 95-th percentile | 0.14896 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0412 |
Descriptive statistics
| Standard deviation | 0.06845689462 |
|---|---|
| Coef of variation | 1.610033753 |
| Kurtosis | 33.43676576 |
| Mean | 0.04251891892 |
| MAD | 0.04006100695 |
| Skewness | 4.584712504 |
| Sum | 127.4292 |
| Variance | 0.004686346421 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 291 | 2.9% | |
| 0.0014 | 19 | 0.2% | |
| 0.0079 | 19 | 0.2% | |
| 0.0115 | 16 | 0.2% | |
| 0.0086 | 16 | 0.2% | |
| 0.0111 | 14 | 0.1% | |
| 0.007 | 13 | 0.1% | |
| 0.0109 | 13 | 0.1% | |
| 0.0017 | 12 | 0.1% | |
| 0.0085 | 12 | 0.1% | |
| Other values (1006) | 2572 | 25.7% | |
| (Missing) | 7003 | 70.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 291 | 2.9% | |
| 0.0001 | 2 | < 0.1% | |
| 0.0002 | 5 | 0.1% | |
| 0.0004 | 2 | < 0.1% | |
| 0.0005 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.7736 | 1 | < 0.1% | |
| 0.7189 | 1 | < 0.1% | |
| 0.6449 | 1 | < 0.1% | |
| 0.5363 | 1 | < 0.1% |
COMMONAREA_MODE
Numeric
| Distinct count | 994 |
|---|---|
| Unique (%) | 9.9% |
| Missing (%) | 70.0% |
| Missing (n) | 7003 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04054107441 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 3.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0068 |
| Median | 0.0184 |
| Q3 | 0.0468 |
| 95-th percentile | 0.14552 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.04 |
Descriptive statistics
| Standard deviation | 0.06638231381 |
|---|---|
| Coef of variation | 1.637408845 |
| Kurtosis | 34.71035148 |
| Mean | 0.04054107441 |
| MAD | 0.03889705009 |
| Skewness | 4.618407868 |
| Sum | 121.5016 |
| Variance | 0.004406611587 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 323 | 3.2% | |
| 0.0014 | 20 | 0.2% | |
| 0.0012 | 18 | 0.2% | |
| 0.0078 | 17 | 0.2% | |
| 0.0016 | 16 | 0.2% | |
| 0.0079 | 16 | 0.2% | |
| 0.0086 | 16 | 0.2% | |
| 0.008 | 15 | 0.1% | |
| 0.007 | 15 | 0.1% | |
| 0.0115 | 14 | 0.1% | |
| Other values (983) | 2527 | 25.3% | |
| (Missing) | 7003 | 70.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 323 | 3.2% | |
| 0.0001 | 2 | < 0.1% | |
| 0.0002 | 5 | 0.1% | |
| 0.0004 | 3 | < 0.1% | |
| 0.0005 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.7758 | 1 | < 0.1% | |
| 0.6486 | 1 | < 0.1% | |
| 0.6467 | 1 | < 0.1% | |
| 0.535 | 1 | < 0.1% |
DAYS_BIRTH
Numeric
| Distinct count | 7387 |
|---|---|
| Unique (%) | 73.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -16103.3783 |
|---|---|
| Minimum | -25197 |
| Maximum | -7694 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -25197 |
|---|---|
| 5-th percentile | -23298.2 |
| Q1 | -19684.5 |
| Median | -15871.5 |
| Q3 | -12433.75 |
| 95-th percentile | -9533.95 |
| Maximum | -7694 |
| Range | 17503 |
| Interquartile range | 7250.75 |
Descriptive statistics
| Standard deviation | 4365.262084 |
|---|---|
| Coef of variation | -0.2710774101 |
| Kurtosis | -1.050205117 |
| Mean | -16103.3783 |
| MAD | 3732.192341 |
| Skewness | -0.1104577758 |
| Sum | -161033783 |
| Variance | 19055513.06 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-25197. -24825. -23789.5 -22443. -21412.5 -20772. -16805. -9866.5 -8049.5 -7694. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -19242 | 5 | 0.1% | |
| -11639 | 5 | 0.1% | |
| -16940 | 5 | 0.1% | |
| -21041 | 5 | 0.1% | |
| -16742 | 5 | 0.1% | |
| -15185 | 5 | 0.1% | |
| -16323 | 5 | 0.1% | |
| -12140 | 5 | 0.1% | |
| -10535 | 5 | 0.1% | |
| -14317 | 5 | 0.1% | |
| Other values (7377) | 9950 | 99.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -25197 | 1 | < 0.1% | |
| -25182 | 1 | < 0.1% | |
| -25173 | 1 | < 0.1% | |
| -25163 | 1 | < 0.1% | |
| -25118 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| -7694 | 1 | < 0.1% | |
| -7696 | 2 | < 0.1% | |
| -7698 | 1 | < 0.1% | |
| -7714 | 1 | < 0.1% | |
| -7735 | 1 | < 0.1% |
DAYS_EMPLOYED
Numeric
| Distinct count | 4264 |
|---|---|
| Unique (%) | 42.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65050.2121 |
|---|---|
| Minimum | -16852 |
| Maximum | 365243 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -16852 |
|---|---|
| 5-th percentile | -6872.3 |
| Q1 | -2785.25 |
| Median | -1223.5 |
| Q3 | -289 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 382095 |
| Interquartile range | 2496.25 |
Descriptive statistics
| Standard deviation | 142334.6945 |
|---|---|
| Coef of variation | 2.188074257 |
| Kurtosis | 0.6739322425 |
| Mean | 65050.2121 |
| MAD | 110170.7532 |
| Skewness | 1.634704263 |
| Sum | 650502121 |
| Variance | 2.025916526e+10 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-1.685200e+04 -1.264600e+04 -1.011350e+04 -7.411500e+03 -5.610000e+03 ... -9.250000e+01 -6.400000e+01 -1.300000e+01 1.826175e+05 3.652430e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 365243 | 1835 | 18.4% | |
| -204 | 9 | 0.1% | |
| -797 | 9 | 0.1% | |
| -734 | 9 | 0.1% | |
| -1172 | 9 | 0.1% | |
| -714 | 9 | 0.1% | |
| -378 | 8 | 0.1% | |
| -772 | 8 | 0.1% | |
| -1295 | 8 | 0.1% | |
| -1232 | 8 | 0.1% | |
| Other values (4254) | 8088 | 80.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -16852 | 1 | < 0.1% | |
| -16452 | 1 | < 0.1% | |
| -16169 | 1 | < 0.1% | |
| -16160 | 1 | < 0.1% | |
| -15845 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 365243 | 1835 | 18.4% | |
| -8 | 1 | < 0.1% | |
| -18 | 1 | < 0.1% | |
| -38 | 1 | < 0.1% | |
| -46 | 1 | < 0.1% |
DAYS_ID_PUBLISH
Numeric
| Distinct count | 4413 |
|---|---|
| Unique (%) | 44.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -2988.9865 |
|---|---|
| Minimum | -6216 |
| Maximum | -1 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -6216 |
|---|---|
| 5-th percentile | -4938.05 |
| Q1 | -4298.25 |
| Median | -3239 |
| Q3 | -1736 |
| 95-th percentile | -357 |
| Maximum | -1 |
| Range | 6215 |
| Interquartile range | 2562.25 |
Descriptive statistics
| Standard deviation | 1508.380949 |
|---|---|
| Coef of variation | -0.5046462903 |
| Kurtosis | -1.099730066 |
| Mean | -2988.9865 |
| MAD | 1312.928239 |
| Skewness | 0.359449454 |
| Sum | -29889865 |
| Variance | 2275213.087 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-6.2160e+03 -5.5550e+03 -5.2175e+03 -5.0365e+03 -4.8240e+03 ... -3.9875e+03 -3.8685e+03 -3.6265e+03 -2.1860e+03 -1.0000e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -4103 | 11 | 0.1% | |
| -4396 | 11 | 0.1% | |
| -4564 | 10 | 0.1% | |
| -4458 | 9 | 0.1% | |
| -4079 | 9 | 0.1% | |
| -4431 | 9 | 0.1% | |
| -4248 | 9 | 0.1% | |
| -4158 | 9 | 0.1% | |
| -4070 | 8 | 0.1% | |
| -4316 | 8 | 0.1% | |
| Other values (4403) | 9907 | 99.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -6216 | 1 | < 0.1% | |
| -6214 | 1 | < 0.1% | |
| -6157 | 1 | < 0.1% | |
| -6136 | 1 | < 0.1% | |
| -6126 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| -1 | 1 | < 0.1% | |
| -2 | 1 | < 0.1% | |
| -4 | 1 | < 0.1% | |
| -5 | 2 | < 0.1% | |
| -6 | 5 | 0.1% |
DAYS_LAST_PHONE_CHANGE
Numeric
| Distinct count | 2666 |
|---|---|
| Unique (%) | 26.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -958.564 |
|---|---|
| Minimum | -4020 |
| Maximum | 0 |
| Zeros (%) | 11.9% |
Quantile statistics
| Minimum | -4020 |
|---|---|
| 5-th percentile | -2521 |
| Q1 | -1568.25 |
| Median | -748 |
| Q3 | -274.75 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 4020 |
| Interquartile range | 1293.5 |
Descriptive statistics
| Standard deviation | 822.9508304 |
|---|---|
| Coef of variation | -0.8585246582 |
| Kurtosis | -0.3068243447 |
| Mean | -958.564 |
| MAD | 692.3691024 |
| Skewness | -0.7206018778 |
| Sum | -9585640 |
| Variance | 677248.0693 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-4.0200e+03 -3.4360e+03 -2.9710e+03 -2.6455e+03 -1.9735e+03 ... -6.5000e+00 -3.5000e+00 -1.5000e+00 -5.0000e-01 0.0000e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1186 | 11.9% | |
| -1 | 104 | 1.0% | |
| -2 | 68 | 0.7% | |
| -3 | 54 | 0.5% | |
| -4 | 40 | 0.4% | |
| -5 | 32 | 0.3% | |
| -6 | 24 | 0.2% | |
| -399 | 12 | 0.1% | |
| -7 | 12 | 0.1% | |
| -282 | 12 | 0.1% | |
| Other values (2656) | 8456 | 84.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -4020 | 1 | < 0.1% | |
| -3899 | 1 | < 0.1% | |
| -3706 | 1 | < 0.1% | |
| -3702 | 1 | < 0.1% | |
| -3699 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1186 | 11.9% | |
| -1 | 104 | 1.0% | |
| -2 | 68 | 0.7% | |
| -3 | 54 | 0.5% | |
| -4 | 40 | 0.4% |
DAYS_REGISTRATION
Numeric
| Distinct count | 6697 |
|---|---|
| Unique (%) | 67.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -4984.1847 |
|---|---|
| Minimum | -20741 |
| Maximum | 0 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | -20741 |
|---|---|
| 5-th percentile | -11354.1 |
| Q1 | -7541.5 |
| Median | -4482 |
| Q3 | -2037 |
| 95-th percentile | -330.95 |
| Maximum | 0 |
| Range | 20741 |
| Interquartile range | 5504.5 |
Descriptive statistics
| Standard deviation | 3503.208224 |
|---|---|
| Coef of variation | -0.7028648486 |
| Kurtosis | -0.3578610919 |
| Mean | -4984.1847 |
| MAD | 2897.603556 |
| Skewness | -0.5822653261 |
| Sum | -49841847 |
| Variance | 12272467.86 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-20741. -16493.5 -14591.5 -13194. -10752.5 ... -5323.5 -3990. -1016.5 -22.5 0. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -14 | 7 | 0.1% | |
| -4375 | 6 | 0.1% | |
| -992 | 6 | 0.1% | |
| -4423 | 6 | 0.1% | |
| -4486 | 6 | 0.1% | |
| -368 | 6 | 0.1% | |
| -484 | 6 | 0.1% | |
| -17 | 6 | 0.1% | |
| -3906 | 6 | 0.1% | |
| -2424 | 6 | 0.1% | |
| Other values (6687) | 9939 | 99.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -20741 | 1 | < 0.1% | |
| -20701 | 1 | < 0.1% | |
| -17555 | 1 | < 0.1% | |
| -17103 | 1 | < 0.1% | |
| -17039 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| -1 | 3 | < 0.1% | |
| -2 | 2 | < 0.1% | |
| -3 | 3 | < 0.1% | |
| -4 | 5 | 0.1% |
DEF_30_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.4% |
| Missing (n) | 38 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1514756073 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 87.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4676486312 |
|---|---|
| Coef of variation | 3.087286723 |
| Kurtosis | 23.68850364 |
| Mean | 0.1514756073 |
| MAD | 0.2669145564 |
| Skewness | 4.145615049 |
| Sum | 1509 |
| Variance | 0.2186952423 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 0 | 8777 | 87.8% | |
| 1 | 949 | 9.5% | |
| 2 | 175 | 1.8% | |
| 3 | 42 | 0.4% | |
| 4 | 13 | 0.1% | |
| 5 | 4 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| (Missing) | 38 | 0.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8777 | 87.8% | |
| 1 | 949 | 9.5% | |
| 2 | 175 | 1.8% | |
| 3 | 42 | 0.4% | |
| 4 | 13 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 4 | 13 | 0.1% | |
| 3 | 42 | 0.4% | |
| 2 | 175 | 1.8% |
DEF_60_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.4% |
| Missing (n) | 38 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1036940373 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 91.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.3711139118 |
|---|---|
| Coef of variation | 3.578932032 |
| Kurtosis | 27.72395215 |
| Mean | 0.1036940373 |
| MAD | 0.1894638494 |
| Skewness | 4.563887906 |
| Sum | 1033 |
| Variance | 0.1377255355 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 0 | 9101 | 91.0% | |
| 1 | 727 | 7.3% | |
| 2 | 108 | 1.1% | |
| 3 | 15 | 0.1% | |
| 4 | 10 | 0.1% | |
| 5 | 1 | < 0.1% | |
| (Missing) | 38 | 0.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9101 | 91.0% | |
| 1 | 727 | 7.3% | |
| 2 | 108 | 1.1% | |
| 3 | 15 | 0.1% | |
| 4 | 10 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 4 | 10 | 0.1% | |
| 3 | 15 | 0.1% | |
| 2 | 108 | 1.1% | |
| 1 | 727 | 7.3% |
df_index
Numeric
| Distinct count | 10000 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 152440.0774 |
|---|---|
| Minimum | 16 |
| Maximum | 307503 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 14701.6 |
| Q1 | 74511.75 |
| Median | 152722 |
| Q3 | 229648.75 |
| 95-th percentile | 291220.25 |
| Maximum | 307503 |
| Range | 307487 |
| Interquartile range | 155137 |
Descriptive statistics
| Standard deviation | 89126.86893 |
|---|---|
| Coef of variation | 0.5846682215 |
| Kurtosis | -1.210285085 |
| Mean | 152440.0774 |
| MAD | 77295.13586 |
| Skewness | 0.009426538021 |
| Sum | 1524400774 |
| Variance | 7943598766 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.60000e+01 3.07503e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 179270 | 1 | < 0.1% | |
| 80588 | 1 | < 0.1% | |
| 181470 | 1 | < 0.1% | |
| 247916 | 1 | < 0.1% | |
| 261445 | 1 | < 0.1% | |
| 55249 | 1 | < 0.1% | |
| 305564 | 1 | < 0.1% | |
| 220481 | 1 | < 0.1% | |
| 240959 | 1 | < 0.1% | |
| 68923 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 1 | < 0.1% | |
| 42 | 1 | < 0.1% | |
| 71 | 1 | < 0.1% | |
| 99 | 1 | < 0.1% | |
| 186 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 307503 | 1 | < 0.1% | |
| 307496 | 1 | < 0.1% | |
| 307493 | 1 | < 0.1% | |
| 307483 | 1 | < 0.1% | |
| 307443 | 1 | < 0.1% |
ELEVATORS_AVG
Numeric
| Distinct count | 107 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 53.8% |
| Missing (n) | 5375 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07981673514 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 27.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.12 |
| 95-th percentile | 0.36 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.12 |
Descriptive statistics
| Standard deviation | 0.1352718046 |
|---|---|
| Coef of variation | 1.694779977 |
| Kurtosis | 7.442038736 |
| Mean | 0.07981673514 |
| MAD | 0.09821283004 |
| Skewness | 2.400158434 |
| Sum | 369.1524 |
| Variance | 0.01829846111 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2737 | 27.4% | |
| 0.08 | 317 | 3.2% | |
| 0.16 | 283 | 2.8% | |
| 0.12 | 183 | 1.8% | |
| 0.24 | 164 | 1.6% | |
| 0.2 | 148 | 1.5% | |
| 0.04 | 134 | 1.3% | |
| 0.32 | 103 | 1.0% | |
| 0.28 | 72 | 0.7% | |
| 0.36 | 47 | 0.5% | |
| Other values (96) | 437 | 4.4% | |
| (Missing) | 5375 | 53.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2737 | 27.4% | |
| 0.0112 | 1 | < 0.1% | |
| 0.0132 | 3 | < 0.1% | |
| 0.016 | 4 | < 0.1% | |
| 0.0168 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.96 | 1 | < 0.1% | |
| 0.92 | 1 | < 0.1% | |
| 0.88 | 4 | < 0.1% | |
| 0.84 | 1 | < 0.1% |
ELEVATORS_MEDI
Numeric
| Distinct count | 38 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 53.8% |
| Missing (n) | 5375 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07895783784 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 27.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.12 |
| 95-th percentile | 0.36 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.12 |
Descriptive statistics
| Standard deviation | 0.1352462965 |
|---|---|
| Coef of variation | 1.712892605 |
| Kurtosis | 7.499243753 |
| Mean | 0.07895783784 |
| MAD | 0.09799621283 |
| Skewness | 2.413767669 |
| Sum | 365.18 |
| Variance | 0.01829156072 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) | |
| 0 | 2786 | 27.9% | |
| 0.08 | 366 | 3.7% | |
| 0.16 | 301 | 3.0% | |
| 0.12 | 196 | 2.0% | |
| 0.24 | 169 | 1.7% | |
| 0.2 | 149 | 1.5% | |
| 0.04 | 146 | 1.5% | |
| 0.32 | 107 | 1.1% | |
| 0.28 | 73 | 0.7% | |
| 0.36 | 49 | 0.5% | |
| Other values (27) | 283 | 2.8% | |
| (Missing) | 5375 | 53.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2786 | 27.9% | |
| 0.02 | 11 | 0.1% | |
| 0.04 | 146 | 1.5% | |
| 0.06 | 16 | 0.2% | |
| 0.08 | 366 | 3.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.96 | 1 | < 0.1% | |
| 0.92 | 1 | < 0.1% | |
| 0.88 | 4 | < 0.1% | |
| 0.84 | 1 | < 0.1% |
ELEVATORS_MODE
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 53.8% |
| Missing (n) | 5375 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07518897297 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 28.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.1208 |
| 95-th percentile | 0.3222 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1208 |
Descriptive statistics
| Standard deviation | 0.1335920714 |
|---|---|
| Coef of variation | 1.776750847 |
| Kurtosis | 8.266312844 |
| Mean | 0.07518897297 |
| MAD | 0.09576335797 |
| Skewness | 2.531228459 |
| Sum | 347.749 |
| Variance | 0.01784684153 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 0 | 2878 | 28.8% | |
| 0.0806 | 391 | 3.9% | |
| 0.1611 | 311 | 3.1% | |
| 0.1208 | 189 | 1.9% | |
| 0.2417 | 175 | 1.8% | |
| 0.0403 | 145 | 1.5% | |
| 0.2014 | 137 | 1.4% | |
| 0.3222 | 102 | 1.0% | |
| 0.282 | 67 | 0.7% | |
| 0.4028 | 55 | 0.5% | |
| Other values (15) | 175 | 1.8% | |
| (Missing) | 5375 | 53.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2878 | 28.8% | |
| 0.0403 | 145 | 1.5% | |
| 0.0806 | 391 | 3.9% | |
| 0.1208 | 189 | 1.9% | |
| 0.1611 | 311 | 3.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9667 | 1 | < 0.1% | |
| 0.9264 | 1 | < 0.1% | |
| 0.8862 | 4 | < 0.1% | |
| 0.8459 | 1 | < 0.1% |
EMERGENCYSTATE_MODE
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 47.9% |
| Missing (n) | 4790 |
| No | |
|---|---|
| Yes | 65 |
| (Missing) |
| Value | Count | Frequency (%) | |
| No | 5145 | 51.4% | |
| Yes | 65 | 0.7% | |
| (Missing) | 4790 | 47.9% |
ENTRANCES_AVG
Numeric
| Distinct count | 116 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 50.8% |
| Missing (n) | 5077 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1495333333 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1028600878 |
|---|---|
| Coef of variation | 0.6878739708 |
| Kurtosis | 14.48171922 |
| Mean | 0.1495333333 |
| MAD | 0.0701341323 |
| Skewness | 2.725447982 |
| Sum | 736.1526 |
| Variance | 0.01058019766 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1379 | 1106 | 11.1% | |
| 0.069 | 767 | 7.7% | |
| 0.1034 | 614 | 6.1% | |
| 0.2069 | 573 | 5.7% | |
| 0.0345 | 464 | 4.6% | |
| 0.1724 | 318 | 3.2% | |
| 0.2759 | 249 | 2.5% | |
| 0.2414 | 132 | 1.3% | |
| 0.3448 | 65 | 0.7% | |
| 0.3103 | 61 | 0.6% | |
| Other values (105) | 574 | 5.7% | |
| (Missing) | 5077 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.2% | |
| 0.0345 | 464 | 4.6% | |
| 0.0431 | 2 | < 0.1% | |
| 0.0459 | 5 | 0.1% | |
| 0.0469 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.1% | |
| 0.9655 | 1 | < 0.1% | |
| 0.931 | 1 | < 0.1% | |
| 0.8966 | 1 | < 0.1% | |
| 0.8621 | 2 | < 0.1% |
ENTRANCES_MEDI
Numeric
| Distinct count | 40 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 50.8% |
| Missing (n) | 5077 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1490703839 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1031375163 |
|---|---|
| Coef of variation | 0.6918712733 |
| Kurtosis | 14.3398377 |
| Mean | 0.1490703839 |
| MAD | 0.07038317475 |
| Skewness | 2.706448015 |
| Sum | 733.8735 |
| Variance | 0.01063734727 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) | |
| 0.1379 | 1156 | 11.6% | |
| 0.069 | 810 | 8.1% | |
| 0.1034 | 649 | 6.5% | |
| 0.2069 | 586 | 5.9% | |
| 0.0345 | 501 | 5.0% | |
| 0.1724 | 327 | 3.3% | |
| 0.2759 | 262 | 2.6% | |
| 0.2414 | 137 | 1.4% | |
| 0.3448 | 68 | 0.7% | |
| 0.3103 | 64 | 0.6% | |
| Other values (29) | 363 | 3.6% | |
| (Missing) | 5077 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.2% | |
| 0.0345 | 501 | 5.0% | |
| 0.0517 | 21 | 0.2% | |
| 0.069 | 810 | 8.1% | |
| 0.0862 | 43 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.1% | |
| 0.9655 | 1 | < 0.1% | |
| 0.931 | 1 | < 0.1% | |
| 0.8966 | 1 | < 0.1% | |
| 0.8621 | 2 | < 0.1% |
ENTRANCES_MODE
Numeric
| Distinct count | 30 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 50.8% |
| Missing (n) | 5077 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1455124518 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1041898178 |
|---|---|
| Coef of variation | 0.7160199459 |
| Kurtosis | 14.03503832 |
| Mean | 0.1455124518 |
| MAD | 0.07085067066 |
| Skewness | 2.689574515 |
| Sum | 716.3578 |
| Variance | 0.01085551814 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) | |
| 0.1379 | 1178 | 11.8% | |
| 0.069 | 877 | 8.8% | |
| 0.1034 | 669 | 6.7% | |
| 0.0345 | 611 | 6.1% | |
| 0.2069 | 591 | 5.9% | |
| 0.1724 | 299 | 3.0% | |
| 0.2759 | 263 | 2.6% | |
| 0.2414 | 126 | 1.3% | |
| 0.3448 | 68 | 0.7% | |
| 0.3103 | 62 | 0.6% | |
| Other values (19) | 179 | 1.8% | |
| (Missing) | 5077 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.2% | |
| 0.0345 | 611 | 6.1% | |
| 0.069 | 877 | 8.8% | |
| 0.1034 | 669 | 6.7% | |
| 0.1379 | 1178 | 11.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.1% | |
| 0.9655 | 1 | < 0.1% | |
| 0.931 | 1 | < 0.1% | |
| 0.8966 | 1 | < 0.1% | |
| 0.8621 | 2 | < 0.1% |
EXT_SOURCE_1
Numeric
| Distinct count | 4337 |
|---|---|
| Unique (%) | 43.4% |
| Missing (%) | 56.5% |
| Missing (n) | 5652 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5059023791 |
|---|---|
| Minimum | 0.02606749993 |
| Maximum | 0.9626927706 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.02606749993 |
|---|---|
| 5-th percentile | 0.1633338949 |
| Q1 | 0.3368121694 |
| Median | 0.5059813586 |
| Q3 | 0.6789127529 |
| 95-th percentile | 0.8383608977 |
| Maximum | 0.9626927706 |
| Range | 0.9366252706 |
| Interquartile range | 0.3421005834 |
Descriptive statistics
| Standard deviation | 0.2102565862 |
|---|---|
| Coef of variation | 0.4156070319 |
| Kurtosis | -0.9568517892 |
| Mean | 0.5059023791 |
| MAD | 0.1776451913 |
| Skewness | -0.05506925891 |
| Sum | 2199.663544 |
| Variance | 0.04420783204 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5927308684 | 2 | < 0.1% | |
| 0.5962235227 | 2 | < 0.1% | |
| 0.2559290768 | 2 | < 0.1% | |
| 0.2325389575 | 2 | < 0.1% | |
| 0.2737259326 | 2 | < 0.1% | |
| 0.274621306 | 2 | < 0.1% | |
| 0.7799430155 | 2 | < 0.1% | |
| 0.3259614504 | 2 | < 0.1% | |
| 0.2912185077 | 2 | < 0.1% | |
| 0.485975984 | 2 | < 0.1% | |
| Other values (4326) | 4328 | 43.3% | |
| (Missing) | 5652 | 56.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.02606749993 | 1 | < 0.1% | |
| 0.03897398024 | 1 | < 0.1% | |
| 0.03953201152 | 1 | < 0.1% | |
| 0.04173370741 | 1 | < 0.1% | |
| 0.04387962936 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.9626927706 | 1 | < 0.1% | |
| 0.9416521448 | 1 | < 0.1% | |
| 0.9382851287 | 1 | < 0.1% | |
| 0.936571606 | 1 | < 0.1% | |
| 0.9328299007 | 1 | < 0.1% |
EXT_SOURCE_2
Numeric
| Distinct count | 9337 |
|---|---|
| Unique (%) | 93.4% |
| Missing (%) | 0.2% |
| Missing (n) | 23 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5121422779 |
|---|---|
| Minimum | 0.0001079502917 |
| Maximum | 0.8549996664 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.0001079502917 |
|---|---|
| 5-th percentile | 0.1344289822 |
| Q1 | 0.3892658901 |
| Median | 0.5613199644 |
| Q3 | 0.6601719121 |
| 95-th percentile | 0.7476763829 |
| Maximum | 0.8549996664 |
| Range | 0.8548917161 |
| Interquartile range | 0.270906022 |
Descriptive statistics
| Standard deviation | 0.1899283316 |
|---|---|
| Coef of variation | 0.3708507182 |
| Kurtosis | -0.2913808176 |
| Mean | 0.5121422779 |
| MAD | 0.1562459853 |
| Skewness | -0.7715064194 |
| Sum | 5109.643506 |
| Variance | 0.03607277113 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2858978721 | 25 | 0.2% | |
| 0.2665197754 | 16 | 0.2% | |
| 0.2653117485 | 15 | 0.1% | |
| 0.2622583692 | 13 | 0.1% | |
| 0.2453495533 | 10 | 0.1% | |
| 0.162192106 | 10 | 0.1% | |
| 0.2652563402 | 10 | 0.1% | |
| 0.1621445677 | 9 | 0.1% | |
| 0.263143591 | 9 | 0.1% | |
| 0.354224732 | 9 | 0.1% | |
| Other values (9326) | 9851 | 98.5% | |
| (Missing) | 23 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0001079502917 | 1 | < 0.1% | |
| 0.0001542794979 | 1 | < 0.1% | |
| 0.0001880483908 | 1 | < 0.1% | |
| 0.0002588151043 | 1 | < 0.1% | |
| 0.0006791047928 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.8549996664 | 1 | < 0.1% | |
| 0.8178732198 | 1 | < 0.1% | |
| 0.8166550874 | 1 | < 0.1% | |
| 0.8133415671 | 1 | < 0.1% | |
| 0.812959481 | 1 | < 0.1% |
EXT_SOURCE_3
Numeric
| Distinct count | 642 |
|---|---|
| Unique (%) | 6.4% |
| Missing (%) | 19.7% |
| Missing (n) | 1966 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5152977615 |
|---|---|
| Minimum | 0.0005272652387 |
| Maximum | 0.8771942582 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.0005272652387 |
|---|---|
| 5-th percentile | 0.1538025863 |
| Q1 | 0.3740208033 |
| Median | 0.5406544504 |
| Q3 | 0.6706517531 |
| 95-th percentile | 0.7874761977 |
| Maximum | 0.8771942582 |
| Range | 0.876666993 |
| Interquartile range | 0.2966309498 |
Descriptive statistics
| Standard deviation | 0.1950938514 |
|---|---|
| Coef of variation | 0.3786041121 |
| Kurtosis | -0.6541765656 |
| Mean | 0.5152977615 |
| MAD | 0.1627985514 |
| Skewness | -0.4346631579 |
| Sum | 4139.902216 |
| Variance | 0.03806161087 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7463002131 | 55 | 0.5% | |
| 0.652896552 | 52 | 0.5% | |
| 0.5082869914 | 45 | 0.4% | |
| 0.6263042767 | 43 | 0.4% | |
| 0.7136313997 | 41 | 0.4% | |
| 0.5531646988 | 39 | 0.4% | |
| 0.5954562029 | 39 | 0.4% | |
| 0.6363761711 | 38 | 0.4% | |
| 0.7223928901 | 38 | 0.4% | |
| 0.7544061732 | 37 | 0.4% | |
| Other values (631) | 7607 | 76.1% | |
| (Missing) | 1966 | 19.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0005272652387 | 27 | 0.3% | |
| 0.02002595113 | 1 | < 0.1% | |
| 0.02581001068 | 1 | < 0.1% | |
| 0.03274803985 | 1 | < 0.1% | |
| 0.03635374366 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.8771942582 | 1 | < 0.1% | |
| 0.8748442527 | 3 | < 0.1% | |
| 0.8692108009 | 1 | < 0.1% | |
| 0.8667312343 | 1 | < 0.1% | |
| 0.8658959153 | 3 | < 0.1% |
FLAG_CONT_MOBILE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 14 |
| Value | Count | Frequency (%) | |
| 1 | 9986 | 99.9% | |
| 0 | 14 | 0.1% |
FLAG_DOCUMENT_10
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
FLAG_DOCUMENT_11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 43 |
| Value | Count | Frequency (%) | |
| 0 | 9957 | 99.6% | |
| 1 | 43 | 0.4% |
FLAG_DOCUMENT_12
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
FLAG_DOCUMENT_13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 38 |
| Value | Count | Frequency (%) | |
| 0 | 9962 | 99.6% | |
| 1 | 38 | 0.4% |
FLAG_DOCUMENT_14
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 30 |
| Value | Count | Frequency (%) | |
| 0 | 9970 | 99.7% | |
| 1 | 30 | 0.3% |
FLAG_DOCUMENT_15
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 16 |
| Value | Count | Frequency (%) | |
| 0 | 9984 | 99.8% | |
| 1 | 16 | 0.2% |
FLAG_DOCUMENT_16
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 110 |
| Value | Count | Frequency (%) | |
| 0 | 9890 | 98.9% | |
| 1 | 110 | 1.1% |
FLAG_DOCUMENT_17
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 9997 | > 99.9% | |
| 1 | 3 | < 0.1% |
FLAG_DOCUMENT_18
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 88 |
| Value | Count | Frequency (%) | |
| 0 | 9912 | 99.1% | |
| 1 | 88 | 0.9% |
FLAG_DOCUMENT_19
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 6 |
| Value | Count | Frequency (%) | |
| 0 | 9994 | 99.9% | |
| 1 | 6 | 0.1% |
FLAG_DOCUMENT_2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9999 | > 99.9% | |
| 1 | 1 | < 0.1% |
FLAG_DOCUMENT_20
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 9997 | > 99.9% | |
| 1 | 3 | < 0.1% |
FLAG_DOCUMENT_21
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 9997 | > 99.9% | |
| 1 | 3 | < 0.1% |
FLAG_DOCUMENT_3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 7112 | 71.1% | |
| 0 | 2888 | 28.9% |
FLAG_DOCUMENT_4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 9998 | > 99.9% | |
| 1 | 2 | < 0.1% |
FLAG_DOCUMENT_5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 147 |
| Value | Count | Frequency (%) | |
| 0 | 9853 | 98.5% | |
| 1 | 147 | 1.5% |
FLAG_DOCUMENT_6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 899 |
| Value | Count | Frequency (%) | |
| 0 | 9101 | 91.0% | |
| 1 | 899 | 9.0% |
FLAG_DOCUMENT_7
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
FLAG_DOCUMENT_8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 793 |
| Value | Count | Frequency (%) | |
| 0 | 9207 | 92.1% | |
| 1 | 793 | 7.9% |
FLAG_DOCUMENT_9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 42 |
| Value | Count | Frequency (%) | |
| 0 | 9958 | 99.6% | |
| 1 | 42 | 0.4% |
FLAG_EMAIL
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 564 |
| Value | Count | Frequency (%) | |
| 0 | 9436 | 94.4% | |
| 1 | 564 | 5.6% |
FLAG_EMP_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 8164 | 81.6% | |
| 0 | 1836 | 18.4% |
FLAG_MOBIL
Constant
This variable is constant and should be ignored for analysis
| Constant value | 1 |
|---|
FLAG_OWN_CAR
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| N | |
|---|---|
| Y |
| Value | Count | Frequency (%) | |
| N | 6616 | 66.2% | |
| Y | 3384 | 33.8% |
FLAG_OWN_REALTY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N |
| Value | Count | Frequency (%) | |
| Y | 7027 | 70.3% | |
| N | 2973 | 29.7% |
FLAG_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7190 | 71.9% | |
| 1 | 2810 | 28.1% |
FLAG_WORK_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8051 | 80.5% | |
| 1 | 1949 | 19.5% |
FLOORSMAX_AVG
Numeric
| Distinct count | 124 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 50.2% |
| Missing (n) | 5018 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2252781012 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4583 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.143376682 |
|---|---|
| Coef of variation | 0.6364430511 |
| Kurtosis | 2.212943388 |
| Mean | 0.2252781012 |
| MAD | 0.1155658961 |
| Skewness | 1.172789632 |
| Sum | 1122.3355 |
| Variance | 0.02055687295 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1667 | 1979 | 19.8% | |
| 0.3333 | 1046 | 10.5% | |
| 0.0417 | 482 | 4.8% | |
| 0.375 | 259 | 2.6% | |
| 0.0833 | 228 | 2.3% | |
| 0.125 | 220 | 2.2% | |
| 0.4583 | 96 | 1.0% | |
| 0 | 96 | 1.0% | |
| 0.625 | 61 | 0.6% | |
| 0.25 | 60 | 0.6% | |
| Other values (113) | 455 | 4.5% | |
| (Missing) | 5018 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 96 | 1.0% | |
| 0.0104 | 1 | < 0.1% | |
| 0.0138 | 2 | < 0.1% | |
| 0.0208 | 3 | < 0.1% | |
| 0.0333 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9583 | 2 | < 0.1% | |
| 0.875 | 6 | 0.1% | |
| 0.8333 | 1 | < 0.1% | |
| 0.8192 | 1 | < 0.1% |
FLOORSMAX_MEDI
Numeric
| Distinct count | 43 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 50.2% |
| Missing (n) | 5018 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.225118065 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4583 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.1443246935 |
|---|---|
| Coef of variation | 0.641106672 |
| Kurtosis | 2.230130924 |
| Mean | 0.225118065 |
| MAD | 0.1164312271 |
| Skewness | 1.187642143 |
| Sum | 1121.5382 |
| Variance | 0.02082961715 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) | |
| 0.1667 | 2033 | 20.3% | |
| 0.3333 | 1095 | 10.9% | |
| 0.0417 | 489 | 4.9% | |
| 0.375 | 267 | 2.7% | |
| 0.0833 | 228 | 2.3% | |
| 0.125 | 225 | 2.2% | |
| 0.4583 | 108 | 1.1% | |
| 0 | 101 | 1.0% | |
| 0.625 | 69 | 0.7% | |
| 0.25 | 62 | 0.6% | |
| Other values (32) | 305 | 3.0% | |
| (Missing) | 5018 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 101 | 1.0% | |
| 0.0208 | 3 | < 0.1% | |
| 0.0417 | 489 | 4.9% | |
| 0.0625 | 5 | 0.1% | |
| 0.0833 | 228 | 2.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9583 | 2 | < 0.1% | |
| 0.9167 | 1 | < 0.1% | |
| 0.875 | 6 | 0.1% | |
| 0.8333 | 1 | < 0.1% |
FLOORSMAX_MODE
Numeric
| Distinct count | 25 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 50.2% |
| Missing (n) | 5018 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2216895825 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4583 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.1435040275 |
|---|---|
| Coef of variation | 0.6473196707 |
| Kurtosis | 2.296516003 |
| Mean | 0.2216895825 |
| MAD | 0.1153743809 |
| Skewness | 1.200426946 |
| Sum | 1104.4575 |
| Variance | 0.02059340592 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0.1667 | 2103 | 21.0% | |
| 0.3333 | 1114 | 11.1% | |
| 0.0417 | 509 | 5.1% | |
| 0.375 | 271 | 2.7% | |
| 0.0833 | 230 | 2.3% | |
| 0.125 | 228 | 2.3% | |
| 0 | 116 | 1.2% | |
| 0.4583 | 108 | 1.1% | |
| 0.625 | 69 | 0.7% | |
| 0.6667 | 61 | 0.6% | |
| Other values (14) | 173 | 1.7% | |
| (Missing) | 5018 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 116 | 1.2% | |
| 0.0417 | 509 | 5.1% | |
| 0.0833 | 230 | 2.3% | |
| 0.125 | 228 | 2.3% | |
| 0.1667 | 2103 | 21.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9583 | 2 | < 0.1% | |
| 0.9167 | 1 | < 0.1% | |
| 0.875 | 6 | 0.1% | |
| 0.7917 | 1 | < 0.1% |
FLOORSMIN_AVG
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 68.3% |
| Missing (n) | 6828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2315899117 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1624018039 |
|---|---|
| Coef of variation | 0.7012473155 |
| Kurtosis | 1.176891425 |
| Mean | 0.2315899117 |
| MAD | 0.1259731666 |
| Skewness | 0.9399477049 |
| Sum | 734.6032 |
| Variance | 0.02637434591 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2083 | 1035 | 10.3% | |
| 0.0417 | 570 | 5.7% | |
| 0.375 | 568 | 5.7% | |
| 0.0833 | 182 | 1.8% | |
| 0.4167 | 135 | 1.4% | |
| 0.125 | 116 | 1.2% | |
| 0.1667 | 105 | 1.1% | |
| 0 | 73 | 0.7% | |
| 0.5 | 52 | 0.5% | |
| 0.6667 | 42 | 0.4% | |
| Other values (81) | 294 | 2.9% | |
| (Missing) | 6828 | 68.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 73 | 0.7% | |
| 0.0158 | 1 | < 0.1% | |
| 0.0208 | 1 | < 0.1% | |
| 0.0275 | 1 | < 0.1% | |
| 0.0312 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.9167 | 4 | < 0.1% | |
| 0.8608 | 1 | < 0.1% | |
| 0.7917 | 1 | < 0.1% | |
| 0.75 | 7 | 0.1% |
FLOORSMIN_MEDI
Numeric
| Distinct count | 38 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 68.3% |
| Missing (n) | 6828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2311390921 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1629867895 |
|---|---|
| Coef of variation | 0.7051459276 |
| Kurtosis | 1.220184248 |
| Mean | 0.2311390921 |
| MAD | 0.1261712047 |
| Skewness | 0.9528955076 |
| Sum | 733.1732 |
| Variance | 0.02656469355 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) | |
| 0.2083 | 1064 | 10.6% | |
| 0.375 | 590 | 5.9% | |
| 0.0417 | 583 | 5.8% | |
| 0.0833 | 184 | 1.8% | |
| 0.4167 | 137 | 1.4% | |
| 0.125 | 118 | 1.2% | |
| 0.1667 | 111 | 1.1% | |
| 0 | 75 | 0.8% | |
| 0.5 | 59 | 0.6% | |
| 0.6667 | 44 | 0.4% | |
| Other values (27) | 207 | 2.1% | |
| (Missing) | 6828 | 68.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 75 | 0.8% | |
| 0.0208 | 1 | < 0.1% | |
| 0.0417 | 583 | 5.8% | |
| 0.0625 | 1 | < 0.1% | |
| 0.0833 | 184 | 1.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.9583 | 1 | < 0.1% | |
| 0.9167 | 4 | < 0.1% | |
| 0.7917 | 1 | < 0.1% | |
| 0.75 | 7 | 0.1% |
FLOORSMIN_MODE
Numeric
| Distinct count | 24 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 68.3% |
| Missing (n) | 6828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2281636507 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1627361954 |
|---|---|
| Coef of variation | 0.7132433012 |
| Kurtosis | 1.286802536 |
| Mean | 0.2281636507 |
| MAD | 0.1249055167 |
| Skewness | 0.9767011418 |
| Sum | 723.7351 |
| Variance | 0.0264830693 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) | |
| 0.2083 | 1087 | 10.9% | |
| 0.0417 | 603 | 6.0% | |
| 0.375 | 602 | 6.0% | |
| 0.0833 | 193 | 1.9% | |
| 0.4167 | 138 | 1.4% | |
| 0.125 | 112 | 1.1% | |
| 0.1667 | 110 | 1.1% | |
| 0 | 78 | 0.8% | |
| 0.5 | 60 | 0.6% | |
| 0.6667 | 45 | 0.4% | |
| Other values (13) | 144 | 1.4% | |
| (Missing) | 6828 | 68.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 78 | 0.8% | |
| 0.0417 | 603 | 6.0% | |
| 0.0833 | 193 | 1.9% | |
| 0.125 | 112 | 1.1% | |
| 0.1667 | 110 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.9583 | 1 | < 0.1% | |
| 0.9167 | 4 | < 0.1% | |
| 0.7917 | 1 | < 0.1% | |
| 0.75 | 6 | 0.1% |
FONDKAPREMONT_MODE
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 68.8% |
| Missing (n) | 6878 |
| reg oper account | |
|---|---|
| reg oper spec account | 358 |
| org spec account | 197 |
| (Missing) |
| Value | Count | Frequency (%) | |
| reg oper account | 2403 | 24.0% | |
| reg oper spec account | 358 | 3.6% | |
| org spec account | 197 | 2.0% | |
| not specified | 164 | 1.6% | |
| (Missing) | 6878 | 68.8% |
| Max length | 21 |
|---|---|
| Mean length | 7.1884 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
HOUR_APPR_PROCESS_START
Numeric
| Distinct count | 24 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.0332 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| Median | 12 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 3.246714012 |
|---|---|
| Coef of variation | 0.2698130183 |
| Kurtosis | -0.1437690271 |
| Mean | 12.0332 |
| MAD | 2.61225464 |
| Skewness | -0.004005114172 |
| Sum | 120332 |
| Variance | 10.54115188 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=24)
Histogram with variable size bins (bins=[ 0. 2.5 3.5 5.5 6.5 ... 17.5 18.5 19.5 21.5 23. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 10 | 1283 | 12.8% | |
| 11 | 1211 | 12.1% | |
| 12 | 1101 | 11.0% | |
| 13 | 1008 | 10.1% | |
| 14 | 916 | 9.2% | |
| 9 | 909 | 9.1% | |
| 15 | 812 | 8.1% | |
| 16 | 599 | 6.0% | |
| 17 | 530 | 5.3% | |
| 8 | 465 | 4.7% | |
| Other values (14) | 1166 | 11.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 4 | < 0.1% | |
| 2 | 5 | 0.1% | |
| 3 | 33 | 0.3% | |
| 4 | 86 | 0.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 23 | 3 | < 0.1% | |
| 22 | 9 | 0.1% | |
| 21 | 20 | 0.2% | |
| 20 | 29 | 0.3% | |
| 19 | 109 | 1.1% |
HOUSETYPE_MODE
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 50.5% |
| Missing (n) | 5054 |
| block of flats | |
|---|---|
| terraced house | 48 |
| specific housing | 37 |
| (Missing) |
| Value | Count | Frequency (%) | |
| block of flats | 4861 | 48.6% | |
| terraced house | 48 | 0.5% | |
| specific housing | 37 | 0.4% | |
| (Missing) | 5054 | 50.5% |
| Max length | 16 |
|---|---|
| Mean length | 8.448 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
LANDAREA_AVG
Numeric
| Distinct count | 1481 |
|---|---|
| Unique (%) | 14.8% |
| Missing (%) | 59.7% |
| Missing (n) | 5969 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06699057306 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 4.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.019 |
| Median | 0.0486 |
| Q3 | 0.0856 |
| 95-th percentile | 0.19575 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0666 |
Descriptive statistics
| Standard deviation | 0.08446546313 |
|---|---|
| Coef of variation | 1.260855957 |
| Kurtosis | 37.03496671 |
| Mean | 0.06699057306 |
| MAD | 0.05025887639 |
| Skewness | 4.726140987 |
| Sum | 270.039 |
| Variance | 0.007134414462 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 487 | 4.9% | |
| 0.0316 | 12 | 0.1% | |
| 0.0073 | 10 | 0.1% | |
| 0.0145 | 10 | 0.1% | |
| 0.0704 | 10 | 0.1% | |
| 0.0331 | 9 | 0.1% | |
| 0.0207 | 9 | 0.1% | |
| 0.0317 | 8 | 0.1% | |
| 0.0947 | 8 | 0.1% | |
| 0.0394 | 8 | 0.1% | |
| Other values (1470) | 3460 | 34.6% | |
| (Missing) | 5969 | 59.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 487 | 4.9% | |
| 0.0005 | 1 | < 0.1% | |
| 0.0007 | 1 | < 0.1% | |
| 0.001 | 1 | < 0.1% | |
| 0.0011 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.913 | 1 | < 0.1% | |
| 0.8698 | 1 | < 0.1% | |
| 0.7926 | 1 | < 0.1% | |
| 0.7724 | 1 | < 0.1% |
LANDAREA_MEDI
Numeric
| Distinct count | 1480 |
|---|---|
| Unique (%) | 14.8% |
| Missing (%) | 59.7% |
| Missing (n) | 5969 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06783572315 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.019 |
| Median | 0.0492 |
| Q3 | 0.0865 |
| 95-th percentile | 0.19915 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0675 |
Descriptive statistics
| Standard deviation | 0.08572860098 |
|---|---|
| Coef of variation | 1.263767776 |
| Kurtosis | 36.05283815 |
| Mean | 0.06783572315 |
| MAD | 0.05103752069 |
| Skewness | 4.679110759 |
| Sum | 273.4458 |
| Variance | 0.007349393026 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 495 | 5.0% | |
| 0.0321 | 12 | 0.1% | |
| 0.0143 | 9 | 0.1% | |
| 0.0355 | 9 | 0.1% | |
| 0.0204 | 9 | 0.1% | |
| 0.0306 | 8 | 0.1% | |
| 0.0401 | 8 | 0.1% | |
| 0.0072 | 8 | 0.1% | |
| 0.03 | 8 | 0.1% | |
| 0.0148 | 8 | 0.1% | |
| Other values (1469) | 3457 | 34.6% | |
| (Missing) | 5969 | 59.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 495 | 5.0% | |
| 0.0005 | 1 | < 0.1% | |
| 0.0007 | 1 | < 0.1% | |
| 0.001 | 1 | < 0.1% | |
| 0.0011 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.9289 | 1 | < 0.1% | |
| 0.8849 | 1 | < 0.1% | |
| 0.8064 | 1 | < 0.1% | |
| 0.7858 | 1 | < 0.1% |
LANDAREA_MODE
Numeric
| Distinct count | 1467 |
|---|---|
| Unique (%) | 14.7% |
| Missing (%) | 59.7% |
| Missing (n) | 5969 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06572485736 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0161 |
| Median | 0.0457 |
| Q3 | 0.0844 |
| 95-th percentile | 0.1988 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0683 |
Descriptive statistics
| Standard deviation | 0.08614060436 |
|---|---|
| Coef of variation | 1.31062444 |
| Kurtosis | 36.16943795 |
| Mean | 0.06572485736 |
| MAD | 0.05117685522 |
| Skewness | 4.711344719 |
| Sum | 264.9369 |
| Variance | 0.007420203719 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 553 | 5.5% | |
| 0.0323 | 12 | 0.1% | |
| 0.0148 | 9 | 0.1% | |
| 0.072 | 9 | 0.1% | |
| 0.0621 | 9 | 0.1% | |
| 0.0447 | 8 | 0.1% | |
| 0.0194 | 8 | 0.1% | |
| 0.015 | 8 | 0.1% | |
| 0.0403 | 8 | 0.1% | |
| 0.0242 | 8 | 0.1% | |
| Other values (1456) | 3399 | 34.0% | |
| (Missing) | 5969 | 59.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 553 | 5.5% | |
| 0.0005 | 1 | < 0.1% | |
| 0.0007 | 1 | < 0.1% | |
| 0.001 | 1 | < 0.1% | |
| 0.0011 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.9338 | 1 | < 0.1% | |
| 0.8896 | 1 | < 0.1% | |
| 0.8107 | 1 | < 0.1% | |
| 0.79 | 1 | < 0.1% |
LIVE_CITY_NOT_WORK_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8243 | 82.4% | |
| 1 | 1757 | 17.6% |
LIVE_REGION_NOT_WORK_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 404 |
| Value | Count | Frequency (%) | |
| 0 | 9596 | 96.0% | |
| 1 | 404 | 4.0% |
LIVINGAPARTMENTS_AVG
Numeric
| Distinct count | 607 |
|---|---|
| Unique (%) | 6.1% |
| Missing (%) | 68.7% |
| Missing (n) | 6869 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1001995848 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0105 |
| Q1 | 0.0504 |
| Median | 0.0756 |
| Q3 | 0.121 |
| 95-th percentile | 0.2723 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0706 |
Descriptive statistics
| Standard deviation | 0.09223712307 |
|---|---|
| Coef of variation | 0.9205339848 |
| Kurtosis | 19.64364039 |
| Mean | 0.1001995848 |
| MAD | 0.0607885998 |
| Skewness | 3.258896602 |
| Sum | 313.7249 |
| Variance | 0.008507686872 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0504 | 161 | 1.6% | |
| 0.0672 | 125 | 1.2% | |
| 0.0588 | 85 | 0.9% | |
| 0.0756 | 83 | 0.8% | |
| 0.0134 | 72 | 0.7% | |
| 0.0841 | 63 | 0.6% | |
| 0.121 | 55 | 0.5% | |
| 0.1009 | 54 | 0.5% | |
| 0.0067 | 49 | 0.5% | |
| 0.0605 | 47 | 0.5% | |
| Other values (596) | 2337 | 23.4% | |
| (Missing) | 6869 | 68.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 0.0008 | 7 | 0.1% | |
| 0.0017 | 6 | 0.1% | |
| 0.0022 | 1 | < 0.1% | |
| 0.0025 | 7 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.8212 | 1 | < 0.1% | |
| 0.7287 | 1 | < 0.1% | |
| 0.6834 | 1 | < 0.1% | |
| 0.6511 | 1 | < 0.1% |
LIVINGAPARTMENTS_MEDI
Numeric
| Distinct count | 486 |
|---|---|
| Unique (%) | 4.9% |
| Missing (%) | 68.7% |
| Missing (n) | 6869 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1009800703 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0103 |
| Q1 | 0.0513 |
| Median | 0.0761 |
| Q3 | 0.1231 |
| 95-th percentile | 0.27575 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0718 |
Descriptive statistics
| Standard deviation | 0.09181523737 |
|---|---|
| Coef of variation | 0.9092411714 |
| Kurtosis | 17.35267795 |
| Mean | 0.1009800703 |
| MAD | 0.0612715826 |
| Skewness | 3.060303455 |
| Sum | 316.1686 |
| Variance | 0.008430037814 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0513 | 170 | 1.7% | |
| 0.0684 | 139 | 1.4% | |
| 0.077 | 94 | 0.9% | |
| 0.0599 | 85 | 0.9% | |
| 0.0137 | 73 | 0.7% | |
| 0.0855 | 72 | 0.7% | |
| 0.1026 | 60 | 0.6% | |
| 0.1231 | 59 | 0.6% | |
| 0.0068 | 50 | 0.5% | |
| 0.0616 | 49 | 0.5% | |
| Other values (475) | 2280 | 22.8% | |
| (Missing) | 6869 | 68.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 0.0009 | 7 | 0.1% | |
| 0.0017 | 8 | 0.1% | |
| 0.0026 | 8 | 0.1% | |
| 0.0034 | 14 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.8354 | 1 | < 0.1% | |
| 0.7414 | 1 | < 0.1% | |
| 0.6952 | 1 | < 0.1% | |
| 0.6447 | 1 | < 0.1% |
LIVINGAPARTMENTS_MODE
Numeric
| Distinct count | 390 |
|---|---|
| Unique (%) | 3.9% |
| Missing (%) | 68.7% |
| Missing (n) | 6869 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1044908017 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.011 |
| Q1 | 0.0542 |
| Median | 0.0762 |
| Q3 | 0.12995 |
| 95-th percentile | 0.29155 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.07575 |
Descriptive statistics
| Standard deviation | 0.09667185779 |
|---|---|
| Coef of variation | 0.925170984 |
| Kurtosis | 15.79682183 |
| Mean | 0.1044908017 |
| MAD | 0.06426698295 |
| Skewness | 2.999752464 |
| Sum | 327.1607 |
| Variance | 0.009345448088 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0551 | 178 | 1.8% | |
| 0.0735 | 143 | 1.4% | |
| 0.0826 | 94 | 0.9% | |
| 0.0643 | 94 | 0.9% | |
| 0.0147 | 77 | 0.8% | |
| 0.0918 | 71 | 0.7% | |
| 0.0661 | 60 | 0.6% | |
| 0.1102 | 59 | 0.6% | |
| 0.1322 | 57 | 0.6% | |
| 0.0073 | 53 | 0.5% | |
| Other values (379) | 2245 | 22.4% | |
| (Missing) | 6869 | 68.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17 | 0.2% | |
| 0.0009 | 8 | 0.1% | |
| 0.0018 | 8 | 0.1% | |
| 0.0028 | 8 | 0.1% | |
| 0.0037 | 19 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.8972 | 1 | < 0.1% | |
| 0.7961 | 1 | < 0.1% | |
| 0.7466 | 1 | < 0.1% | |
| 0.6924 | 1 | < 0.1% |
LIVINGAREA_AVG
Numeric
| Distinct count | 2050 |
|---|---|
| Unique (%) | 20.5% |
| Missing (%) | 50.8% |
| Missing (n) | 5076 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1067662266 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0083 |
| Q1 | 0.045375 |
| Median | 0.0737 |
| Q3 | 0.12655 |
| 95-th percentile | 0.319325 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.081175 |
Descriptive statistics
| Standard deviation | 0.1106732652 |
|---|---|
| Coef of variation | 1.036594331 |
| Kurtosis | 13.08578274 |
| Mean | 0.1067662266 |
| MAD | 0.07306405025 |
| Skewness | 2.925737158 |
| Sum | 525.7169 |
| Variance | 0.01224857164 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0124 | 13 | 0.1% | |
| 0.07 | 12 | 0.1% | |
| 0.0146 | 12 | 0.1% | |
| 0.0698 | 12 | 0.1% | |
| 0.0868 | 12 | 0.1% | |
| 0.0701 | 11 | 0.1% | |
| 0.0506 | 11 | 0.1% | |
| 0.0563 | 11 | 0.1% | |
| 0.0529 | 11 | 0.1% | |
| 0.0538 | 10 | 0.1% | |
| Other values (2039) | 4809 | 48.1% | |
| (Missing) | 5076 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8 | 0.1% | |
| 0.0005 | 2 | < 0.1% | |
| 0.0006 | 2 | < 0.1% | |
| 0.0007 | 1 | < 0.1% | |
| 0.0009 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.9824 | 1 | < 0.1% | |
| 0.9756 | 1 | < 0.1% | |
| 0.9598 | 1 | < 0.1% | |
| 0.9005 | 1 | < 0.1% |
LIVINGAREA_MEDI
Numeric
| Distinct count | 2064 |
|---|---|
| Unique (%) | 20.6% |
| Missing (%) | 50.8% |
| Missing (n) | 5076 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1080699228 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0084 |
| Q1 | 0.0461 |
| Median | 0.0743 |
| Q3 | 0.1273 |
| 95-th percentile | 0.325025 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0812 |
Descriptive statistics
| Standard deviation | 0.112630764 |
|---|---|
| Coef of variation | 1.042202688 |
| Kurtosis | 12.88121619 |
| Mean | 0.1080699228 |
| MAD | 0.07421554031 |
| Skewness | 2.921328594 |
| Sum | 532.1363 |
| Variance | 0.01268568901 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0518 | 14 | 0.1% | |
| 0.0713 | 13 | 0.1% | |
| 0.0147 | 12 | 0.1% | |
| 0.0127 | 11 | 0.1% | |
| 0.0149 | 11 | 0.1% | |
| 0.0126 | 11 | 0.1% | |
| 0.0712 | 11 | 0.1% | |
| 0.063 | 10 | 0.1% | |
| 0.0522 | 10 | 0.1% | |
| 0.071 | 10 | 0.1% | |
| Other values (2053) | 4811 | 48.1% | |
| (Missing) | 5076 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8 | 0.1% | |
| 0.0005 | 2 | < 0.1% | |
| 0.0006 | 1 | < 0.1% | |
| 0.0007 | 2 | < 0.1% | |
| 0.0009 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 7 | 0.1% | |
| 0.9931 | 1 | < 0.1% | |
| 0.977 | 1 | < 0.1% | |
| 0.9167 | 1 | < 0.1% | |
| 0.9032 | 1 | < 0.1% |
LIVINGAREA_MODE
Numeric
| Distinct count | 2052 |
|---|---|
| Unique (%) | 20.5% |
| Missing (%) | 50.8% |
| Missing (n) | 5076 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1053525589 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0079 |
| Q1 | 0.042575 |
| Median | 0.0727 |
| Q3 | 0.1219 |
| 95-th percentile | 0.32477 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.079325 |
Descriptive statistics
| Standard deviation | 0.1127005693 |
|---|---|
| Coef of variation | 1.069746862 |
| Kurtosis | 13.21380881 |
| Mean | 0.1053525589 |
| MAD | 0.0734251485 |
| Skewness | 2.99127913 |
| Sum | 518.756 |
| Variance | 0.01270141833 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.053 | 16 | 0.2% | |
| 0.073 | 14 | 0.1% | |
| 0.0561 | 12 | 0.1% | |
| 0.0729 | 12 | 0.1% | |
| 0.013 | 11 | 0.1% | |
| 0 | 11 | 0.1% | |
| 0.0152 | 11 | 0.1% | |
| 0.0551 | 11 | 0.1% | |
| 0.0105 | 10 | 0.1% | |
| 0.0532 | 10 | 0.1% | |
| Other values (2041) | 4806 | 48.1% | |
| (Missing) | 5076 | 50.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.1% | |
| 0.0001 | 1 | < 0.1% | |
| 0.0003 | 1 | < 0.1% | |
| 0.0005 | 2 | < 0.1% | |
| 0.0006 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 8 | 0.1% | |
| 0.9382 | 1 | < 0.1% | |
| 0.9244 | 1 | < 0.1% | |
| 0.8907 | 1 | < 0.1% | |
| 0.8024 | 1 | < 0.1% |
NAME_CONTRACT_TYPE
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Cash loans | |
|---|---|
| Revolving loans | 948 |
| Value | Count | Frequency (%) | |
| Cash loans | 9052 | 90.5% | |
| Revolving loans | 948 | 9.5% |
| Max length | 15 |
|---|---|
| Mean length | 10.474 |
| Min length | 10 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_EDUCATION_TYPE
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Secondary / secondary special | |
|---|---|
| Higher education | |
| Incomplete higher | 336 |
| Other values (2) | 142 |
| Value | Count | Frequency (%) | |
| Secondary / secondary special | 7115 | 71.2% | |
| Higher education | 2407 | 24.1% | |
| Incomplete higher | 336 | 3.4% | |
| Lower secondary | 136 | 1.4% | |
| Academic degree | 6 | 0.1% |
| Max length | 29 |
|---|---|
| Mean length | 25.2689 |
| Min length | 15 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_FAMILY_STATUS
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Married | |
|---|---|
| Single / not married | |
| Civil marriage | 937 |
| Other values (2) | 1180 |
| Value | Count | Frequency (%) | |
| Married | 6384 | 63.8% | |
| Single / not married | 1499 | 15.0% | |
| Civil marriage | 937 | 9.4% | |
| Separated | 641 | 6.4% | |
| Widow | 539 | 5.4% |
| Max length | 20 |
|---|---|
| Mean length | 9.625 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_HOUSING_TYPE
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| House / apartment | |
|---|---|
| With parents | 446 |
| Municipal apartment | 358 |
| Other values (3) | 302 |
| Value | Count | Frequency (%) | |
| House / apartment | 8894 | 88.9% | |
| With parents | 446 | 4.5% | |
| Municipal apartment | 358 | 3.6% | |
| Rented apartment | 167 | 1.7% | |
| Office apartment | 92 | 0.9% | |
| Co-op apartment | 43 | 0.4% |
| Max length | 19 |
|---|---|
| Mean length | 16.8141 |
| Min length | 12 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_INCOME_TYPE
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Working | |
|---|---|
| Commercial associate | |
| Pensioner |
| Value | Count | Frequency (%) | |
| Working | 5225 | 52.2% | |
| Commercial associate | 2277 | 22.8% | |
| Pensioner | 1835 | 18.4% | |
| State servant | 663 | 6.6% |
| Max length | 20 |
|---|---|
| Mean length | 10.7249 |
| Min length | 7 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_TYPE_SUITE
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.4% |
| Missing (n) | 40 |
| Unaccompanied | |
|---|---|
| Family | 1278 |
| Spouse, partner | 363 |
| Other values (4) | 194 |
| Value | Count | Frequency (%) | |
| Unaccompanied | 8125 | 81.2% | |
| Family | 1278 | 12.8% | |
| Spouse, partner | 363 | 3.6% | |
| Children | 97 | 1.0% | |
| Other_B | 55 | 0.5% | |
| Other_A | 32 | 0.3% | |
| Group of people | 10 | 0.1% | |
| (Missing) | 40 | 0.4% |
| Max length | 15 |
|---|---|
| Mean length | 12.0393 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NONLIVINGAPARTMENTS_AVG
Numeric
| Distinct count | 96 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 69.6% |
| Missing (n) | 6957 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.008354814328 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 17.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0051 |
| 95-th percentile | 0.027 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0051 |
Descriptive statistics
| Standard deviation | 0.04343158902 |
|---|---|
| Coef of variation | 5.19839069 |
| Kurtosis | 326.3155641 |
| Mean | 0.008354814328 |
| MAD | 0.01145281501 |
| Skewness | 16.38978309 |
| Sum | 25.4237 |
| Variance | 0.001886302925 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1765 | 17.6% | |
| 0.0039 | 433 | 4.3% | |
| 0.0077 | 198 | 2.0% | |
| 0.0116 | 127 | 1.3% | |
| 0.0154 | 92 | 0.9% | |
| 0.0193 | 57 | 0.6% | |
| 0.0232 | 41 | 0.4% | |
| 0.0019 | 29 | 0.3% | |
| 0.027 | 26 | 0.3% | |
| 0.0058 | 19 | 0.2% | |
| Other values (85) | 256 | 2.6% | |
| (Missing) | 6957 | 69.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1765 | 17.6% | |
| 0.0004 | 1 | < 0.1% | |
| 0.0006 | 1 | < 0.1% | |
| 0.0008 | 2 | < 0.1% | |
| 0.001 | 8 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.7876 | 1 | < 0.1% | |
| 0.5405 | 1 | < 0.1% | |
| 0.5367 | 1 | < 0.1% | |
| 0.4402 | 1 | < 0.1% |
NONLIVINGAPARTMENTS_MEDI
Numeric
| Distinct count | 59 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 69.6% |
| Missing (n) | 6957 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.008171344068 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 18.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0039 |
| 95-th percentile | 0.0272 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0039 |
Descriptive statistics
| Standard deviation | 0.04345152271 |
|---|---|
| Coef of variation | 5.317549029 |
| Kurtosis | 327.4095628 |
| Mean | 0.008171344068 |
| MAD | 0.01128547038 |
| Skewness | 16.45759358 |
| Sum | 24.8654 |
| Variance | 0.001888034826 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1830 | 18.3% | |
| 0.0039 | 443 | 4.4% | |
| 0.0078 | 205 | 2.1% | |
| 0.0116 | 126 | 1.3% | |
| 0.0155 | 91 | 0.9% | |
| 0.0194 | 57 | 0.6% | |
| 0.0233 | 40 | 0.4% | |
| 0.0019 | 31 | 0.3% | |
| 0.0272 | 25 | 0.2% | |
| 0.0058 | 23 | 0.2% | |
| Other values (48) | 172 | 1.7% | |
| (Missing) | 6957 | 69.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1830 | 18.3% | |
| 0.0019 | 31 | 0.3% | |
| 0.0039 | 443 | 4.4% | |
| 0.0058 | 23 | 0.2% | |
| 0.0078 | 205 | 2.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.7919 | 1 | < 0.1% | |
| 0.5435 | 1 | < 0.1% | |
| 0.5396 | 1 | < 0.1% | |
| 0.4425 | 1 | < 0.1% |
NONLIVINGAPARTMENTS_MODE
Numeric
| Distinct count | 46 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 69.6% |
| Missing (n) | 6957 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.007634143937 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0039 |
| 95-th percentile | 0.0272 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0039 |
Descriptive statistics
| Standard deviation | 0.04305997913 |
|---|---|
| Coef of variation | 5.640446327 |
| Kurtosis | 340.5846586 |
| Mean | 0.007634143937 |
| MAD | 0.01079879076 |
| Skewness | 16.88792188 |
| Sum | 23.2307 |
| Variance | 0.001854161802 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) | |
| 0 | 1937 | 19.4% | |
| 0.0039 | 440 | 4.4% | |
| 0.0078 | 198 | 2.0% | |
| 0.0117 | 124 | 1.2% | |
| 0.0156 | 89 | 0.9% | |
| 0.0195 | 57 | 0.6% | |
| 0.0233 | 39 | 0.4% | |
| 0.0272 | 24 | 0.2% | |
| 0.0389 | 19 | 0.2% | |
| 0.0311 | 17 | 0.2% | |
| Other values (35) | 99 | 1.0% | |
| (Missing) | 6957 | 69.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1937 | 19.4% | |
| 0.0039 | 440 | 4.4% | |
| 0.0078 | 198 | 2.0% | |
| 0.0117 | 124 | 1.2% | |
| 0.0156 | 89 | 0.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.7938 | 1 | < 0.1% | |
| 0.5447 | 1 | < 0.1% | |
| 0.5409 | 1 | < 0.1% | |
| 0.4436 | 1 | < 0.1% |
NONLIVINGAREA_AVG
Numeric
| Distinct count | 993 |
|---|---|
| Unique (%) | 9.9% |
| Missing (%) | 55.6% |
| Missing (n) | 5556 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02799153915 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.0033 |
| Q3 | 0.026 |
| 95-th percentile | 0.122295 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.026 |
Descriptive statistics
| Standard deviation | 0.070311992 |
|---|---|
| Coef of variation | 2.511901601 |
| Kurtosis | 57.09513264 |
| Mean | 0.02799153915 |
| MAD | 0.03596571143 |
| Skewness | 6.280977554 |
| Sum | 124.3944 |
| Variance | 0.004943776219 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1905 | 19.1% | |
| 0.0012 | 19 | 0.2% | |
| 0.0044 | 19 | 0.2% | |
| 0.001 | 18 | 0.2% | |
| 0.004 | 17 | 0.2% | |
| 0.0036 | 17 | 0.2% | |
| 0.0024 | 16 | 0.2% | |
| 0.0011 | 16 | 0.2% | |
| 0.0052 | 15 | 0.1% | |
| 0.0033 | 15 | 0.1% | |
| Other values (982) | 2387 | 23.9% | |
| (Missing) | 5556 | 55.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1905 | 19.1% | |
| 0.0001 | 3 | < 0.1% | |
| 0.0002 | 3 | < 0.1% | |
| 0.0003 | 4 | < 0.1% | |
| 0.0004 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.8826 | 1 | < 0.1% | |
| 0.8431 | 1 | < 0.1% | |
| 0.8377 | 1 | < 0.1% | |
| 0.713 | 1 | < 0.1% |
NONLIVINGAREA_MEDI
Numeric
| Distinct count | 978 |
|---|---|
| Unique (%) | 9.8% |
| Missing (%) | 55.6% |
| Missing (n) | 5556 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02800621062 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.00275 |
| Q3 | 0.025125 |
| 95-th percentile | 0.124155 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.025125 |
Descriptive statistics
| Standard deviation | 0.07136334494 |
|---|---|
| Coef of variation | 2.548125696 |
| Kurtosis | 56.04310965 |
| Mean | 0.02800621062 |
| MAD | 0.03649137198 |
| Skewness | 6.234631024 |
| Sum | 124.4596 |
| Variance | 0.005092727002 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1987 | 19.9% | |
| 0.0012 | 23 | 0.2% | |
| 0.0025 | 20 | 0.2% | |
| 0.0029 | 20 | 0.2% | |
| 0.0045 | 18 | 0.2% | |
| 0.0011 | 17 | 0.2% | |
| 0.0036 | 17 | 0.2% | |
| 0.0034 | 15 | 0.1% | |
| 0.0048 | 15 | 0.1% | |
| 0.0018 | 14 | 0.1% | |
| Other values (967) | 2298 | 23.0% | |
| (Missing) | 5556 | 55.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1987 | 19.9% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 2 | < 0.1% | |
| 0.0003 | 1 | < 0.1% | |
| 0.0004 | 6 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.9011 | 1 | < 0.1% | |
| 0.8608 | 1 | < 0.1% | |
| 0.8552 | 1 | < 0.1% | |
| 0.728 | 1 | < 0.1% |
NONLIVINGAREA_MODE
Numeric
| Distinct count | 965 |
|---|---|
| Unique (%) | 9.7% |
| Missing (%) | 55.6% |
| Missing (n) | 5556 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02671968947 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 22.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.00085 |
| Q3 | 0.021525 |
| 95-th percentile | 0.12367 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.021525 |
Descriptive statistics
| Standard deviation | 0.07126961319 |
|---|---|
| Coef of variation | 2.667306941 |
| Kurtosis | 56.86250308 |
| Mean | 0.02671968947 |
| MAD | 0.03607265973 |
| Skewness | 6.29415826 |
| Sum | 118.7423 |
| Variance | 0.005079357764 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2198 | 22.0% | |
| 0.0037 | 19 | 0.2% | |
| 0.001 | 17 | 0.2% | |
| 0.0033 | 16 | 0.2% | |
| 0.003 | 16 | 0.2% | |
| 0.0052 | 15 | 0.1% | |
| 0.0047 | 15 | 0.1% | |
| 0.0056 | 15 | 0.1% | |
| 0.0011 | 15 | 0.1% | |
| 0.0012 | 15 | 0.1% | |
| Other values (954) | 2103 | 21.0% | |
| (Missing) | 5556 | 55.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2198 | 22.0% | |
| 0.0002 | 5 | 0.1% | |
| 0.0004 | 4 | < 0.1% | |
| 0.0005 | 6 | 0.1% | |
| 0.0006 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.9343 | 1 | < 0.1% | |
| 0.8868 | 1 | < 0.1% | |
| 0.7549 | 1 | < 0.1% | |
| 0.7481 | 2 | < 0.1% |
OBS_30_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 25 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.4% |
| Missing (n) | 38 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.404838386 |
|---|---|
| Minimum | 0 |
| Maximum | 25 |
| Zeros (%) | 53.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 2.299358208 |
|---|---|
| Coef of variation | 1.636742155 |
| Kurtosis | 9.546546448 |
| Mean | 1.404838386 |
| MAD | 1.642155872 |
| Skewness | 2.567151938 |
| Sum | 13995 |
| Variance | 5.287048167 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 5370 | 53.7% | |
| 1 | 1570 | 15.7% | |
| 2 | 975 | 9.8% | |
| 3 | 629 | 6.3% | |
| 4 | 469 | 4.7% | |
| 5 | 309 | 3.1% | |
| 6 | 196 | 2.0% | |
| 7 | 154 | 1.5% | |
| 8 | 102 | 1.0% | |
| 9 | 62 | 0.6% | |
| Other values (14) | 126 | 1.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5370 | 53.7% | |
| 1 | 1570 | 15.7% | |
| 2 | 975 | 9.8% | |
| 3 | 629 | 6.3% | |
| 4 | 469 | 4.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 20 | 2 | < 0.1% | |
| 19 | 1 | < 0.1% |
OBS_60_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 25 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.4% |
| Missing (n) | 38 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.386267818 |
|---|---|
| Minimum | 0 |
| Maximum | 25 |
| Zeros (%) | 54.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 2.280184463 |
|---|---|
| Coef of variation | 1.644836902 |
| Kurtosis | 9.678555474 |
| Mean | 1.386267818 |
| MAD | 1.625821728 |
| Skewness | 2.582125797 |
| Sum | 13810 |
| Variance | 5.199241184 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 5404 | 54.0% | |
| 1 | 1571 | 15.7% | |
| 2 | 967 | 9.7% | |
| 3 | 623 | 6.2% | |
| 4 | 463 | 4.6% | |
| 5 | 306 | 3.1% | |
| 6 | 200 | 2.0% | |
| 7 | 145 | 1.5% | |
| 8 | 100 | 1.0% | |
| 9 | 62 | 0.6% | |
| Other values (14) | 121 | 1.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5404 | 54.0% | |
| 1 | 1571 | 15.7% | |
| 2 | 967 | 9.7% | |
| 3 | 623 | 6.2% | |
| 4 | 463 | 4.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 19 | 2 | < 0.1% |
OCCUPATION_TYPE
Categorical
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 31.4% |
| Missing (n) | 3137 |
| Laborers | |
|---|---|
| Sales staff | |
| Core staff | |
| Other values (15) | |
| (Missing) |
| Value | Count | Frequency (%) | |
| Laborers | 1809 | 18.1% | |
| Sales staff | 1056 | 10.6% | |
| Core staff | 886 | 8.9% | |
| Managers | 626 | 6.3% | |
| Drivers | 611 | 6.1% | |
| High skill tech staff | 402 | 4.0% | |
| Accountants | 302 | 3.0% | |
| Medicine staff | 284 | 2.8% | |
| Security staff | 214 | 2.1% | |
| Cooking staff | 209 | 2.1% | |
| Other values (8) | 464 | 4.6% | |
| (Missing) | 3137 | 31.4% |
| Max length | 21 |
|---|---|
| Mean length | 8.2448 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
ORGANIZATION_TYPE
Categorical
| Distinct count | 57 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Business Entity Type 3 | |
|---|---|
| XNA | |
| Self-employed | |
| Other values (54) |
| Value | Count | Frequency (%) | |
| Business Entity Type 3 | 2245 | 22.4% | |
| XNA | 1835 | 18.4% | |
| Self-employed | 1280 | 12.8% | |
| Other | 557 | 5.6% | |
| Medicine | 375 | 3.8% | |
| Business Entity Type 2 | 336 | 3.4% | |
| Government | 328 | 3.3% | |
| Trade: type 7 | 253 | 2.5% | |
| School | 252 | 2.5% | |
| Kindergarten | 228 | 2.3% | |
| Other values (47) | 2311 | 23.1% |
| Max length | 22 |
|---|---|
| Mean length | 12.5309 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
OWN_CAR_AGE
Numeric
| Distinct count | 49 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 66.2% |
| Missing (n) | 6616 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.15957447 |
|---|---|
| Minimum | 0 |
| Maximum | 65 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| Median | 9 |
| Q3 | 15 |
| 95-th percentile | 32 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range | 10 |
Descriptive statistics
| Standard deviation | 12.40021156 |
|---|---|
| Coef of variation | 1.019789927 |
| Kurtosis | 8.569918108 |
| Mean | 12.15957447 |
| MAD | 7.954963282 |
| Skewness | 2.697307698 |
| Sum | 41148 |
| Variance | 153.7652468 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 7 | 256 | 2.6% | |
| 6 | 208 | 2.1% | |
| 2 | 202 | 2.0% | |
| 3 | 195 | 1.9% | |
| 1 | 176 | 1.8% | |
| 4 | 174 | 1.7% | |
| 8 | 171 | 1.7% | |
| 9 | 165 | 1.7% | |
| 10 | 163 | 1.6% | |
| 14 | 155 | 1.6% | |
| Other values (38) | 1519 | 15.2% | |
| (Missing) | 6616 | 66.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 82 | 0.8% | |
| 1 | 176 | 1.8% | |
| 2 | 202 | 2.0% | |
| 3 | 195 | 1.9% | |
| 4 | 174 | 1.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 65 | 42 | 0.4% | |
| 64 | 77 | 0.8% | |
| 54 | 1 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 43 | 1 | < 0.1% |
REG_CITY_NOT_LIVE_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 747 |
| Value | Count | Frequency (%) | |
| 0 | 9253 | 92.5% | |
| 1 | 747 | 7.5% |
REG_CITY_NOT_WORK_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7791 | 77.9% | |
| 1 | 2209 | 22.1% |
REG_REGION_NOT_LIVE_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 163 |
| Value | Count | Frequency (%) | |
| 0 | 9837 | 98.4% | |
| 1 | 163 | 1.6% |
REG_REGION_NOT_WORK_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 497 |
| Value | Count | Frequency (%) | |
| 0 | 9503 | 95.0% | |
| 1 | 497 | 5.0% |
REGION_POPULATION_RELATIVE
Numeric
| Distinct count | 79 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0208460748 |
|---|---|
| Minimum | 0.000533 |
| Maximum | 0.072508 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.000533 |
|---|---|
| 5-th percentile | 0.005002 |
| Q1 | 0.010006 |
| Median | 0.01885 |
| Q3 | 0.028663 |
| 95-th percentile | 0.04622 |
| Maximum | 0.072508 |
| Range | 0.071975 |
| Interquartile range | 0.018657 |
Descriptive statistics
| Standard deviation | 0.01391699784 |
|---|---|
| Coef of variation | 0.6676075939 |
| Kurtosis | 3.411930253 |
| Mean | 0.0208460748 |
| MAD | 0.01029908946 |
| Skewness | 1.535273345 |
| Sum | 208.460748 |
| Variance | 0.0001936828289 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.000533 0.0009045 0.0017295 0.00232 0.0027875 ... 0.029709 0.031042 0.031945 0.041006 0.072508 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.035792 | 547 | 5.5% | |
| 0.025164 | 427 | 4.3% | |
| 0.04622 | 404 | 4.0% | |
| 0.028663 | 385 | 3.9% | |
| 0.030755 | 382 | 3.8% | |
| 0.026392 | 381 | 3.8% | |
| 0.031329 | 350 | 3.5% | |
| 0.019101 | 310 | 3.1% | |
| 0.072508 | 291 | 2.9% | |
| 0.01885 | 254 | 2.5% | |
| Other values (69) | 6269 | 62.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.000533 | 2 | < 0.1% | |
| 0.001276 | 22 | 0.2% | |
| 0.001333 | 2 | < 0.1% | |
| 0.001417 | 17 | 0.2% | |
| 0.002042 | 41 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.072508 | 291 | 2.9% | |
| 0.04622 | 404 | 4.0% | |
| 0.035792 | 547 | 5.5% | |
| 0.032561 | 187 | 1.9% | |
| 0.031329 | 350 | 3.5% |
REGION_RATING_CLIENT
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 3 | |
| 1 | 994 |
| Value | Count | Frequency (%) | |
| 2 | 7454 | 74.5% | |
| 3 | 1552 | 15.5% | |
| 1 | 994 | 9.9% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
REGION_RATING_CLIENT_W_CITY
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 3 | 1414 |
| 1 | 1051 |
| Value | Count | Frequency (%) | |
| 2 | 7535 | 75.3% | |
| 3 | 1414 | 14.1% | |
| 1 | 1051 | 10.5% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
SK_ID_CURR
Numeric
| Distinct count | 10000 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 276656.2952 |
|---|---|
| Minimum | 100020 |
| Maximum | 456247 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 100020 |
|---|---|
| 5-th percentile | 117152.35 |
| Q1 | 186405.75 |
| Median | 277005.5 |
| Q3 | 365987.75 |
| 95-th percentile | 437372.25 |
| Maximum | 456247 |
| Range | 356227 |
| Interquartile range | 179582 |
Descriptive statistics
| Standard deviation | 103201.8852 |
|---|---|
| Coef of variation | 0.373032846 |
| Kurtosis | -1.209333827 |
| Mean | 276656.2952 |
| MAD | 89493.24135 |
| Skewness | 0.00823231129 |
| Sum | 2766562952 |
| Variance | 1.06506291e+10 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[100020. 456247.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 188412 | 1 | < 0.1% | |
| 197938 | 1 | < 0.1% | |
| 391427 | 1 | < 0.1% | |
| 290556 | 1 | < 0.1% | |
| 204089 | 1 | < 0.1% | |
| 313926 | 1 | < 0.1% | |
| 159031 | 1 | < 0.1% | |
| 209535 | 1 | < 0.1% | |
| 390452 | 1 | < 0.1% | |
| 286001 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 100020 | 1 | < 0.1% | |
| 100049 | 1 | < 0.1% | |
| 100083 | 1 | < 0.1% | |
| 100118 | 1 | < 0.1% | |
| 100216 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 456247 | 1 | < 0.1% | |
| 456240 | 1 | < 0.1% | |
| 456237 | 1 | < 0.1% | |
| 456227 | 1 | < 0.1% | |
| 456181 | 1 | < 0.1% |
TARGET
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 824 |
| Value | Count | Frequency (%) | |
| 0 | 9176 | 91.8% | |
| 1 | 824 | 8.2% |
TOTALAREA_MODE
Numeric
| Distinct count | 2099 |
|---|---|
| Unique (%) | 21.0% |
| Missing (%) | 48.9% |
| Missing (n) | 4885 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.100831085 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0064 |
| Q1 | 0.0408 |
| Median | 0.0684 |
| Q3 | 0.1254 |
| 95-th percentile | 0.306 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0846 |
Descriptive statistics
| Standard deviation | 0.1064767473 |
|---|---|
| Coef of variation | 1.055991287 |
| Kurtosis | 13.23877357 |
| Mean | 0.100831085 |
| MAD | 0.07178289465 |
| Skewness | 2.888007884 |
| Sum | 515.751 |
| Variance | 0.01133729771 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 22 | 0.2% | |
| 0.0545 | 17 | 0.2% | |
| 0.0753 | 14 | 0.1% | |
| 0.0559 | 12 | 0.1% | |
| 0.0551 | 12 | 0.1% | |
| 0.0066 | 12 | 0.1% | |
| 0.0542 | 12 | 0.1% | |
| 0.0695 | 11 | 0.1% | |
| 0.0079 | 11 | 0.1% | |
| 0.0491 | 10 | 0.1% | |
| Other values (2088) | 4982 | 49.8% | |
| (Missing) | 4885 | 48.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 22 | 0.2% | |
| 0.0002 | 1 | < 0.1% | |
| 0.0004 | 1 | < 0.1% | |
| 0.0005 | 1 | < 0.1% | |
| 0.0006 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.9468 | 1 | < 0.1% | |
| 0.9347 | 1 | < 0.1% | |
| 0.8846 | 1 | < 0.1% | |
| 0.8537 | 1 | < 0.1% |
WALLSMATERIAL_MODE
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 51.1% |
| Missing (n) | 5108 |
| Panel | |
|---|---|
| Stone, brick | |
| Block | 281 |
| Other values (4) | 345 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Panel | 2164 | 21.6% | |
| Stone, brick | 2102 | 21.0% | |
| Block | 281 | 2.8% | |
| Wooden | 172 | 1.7% | |
| Mixed | 73 | 0.7% | |
| Others | 52 | 0.5% | |
| Monolithic | 48 | 0.5% | |
| (Missing) | 5108 | 51.1% |
| Max length | 12 |
|---|---|
| Mean length | 5.4962 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
WEEKDAY_APPR_PROCESS_START
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TUESDAY | |
|---|---|
| MONDAY | |
| THURSDAY | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| TUESDAY | 1786 | 17.9% | |
| MONDAY | 1659 | 16.6% | |
| THURSDAY | 1656 | 16.6% | |
| WEDNESDAY | 1642 | 16.4% | |
| FRIDAY | 1606 | 16.1% | |
| SATURDAY | 1110 | 11.1% | |
| SUNDAY | 541 | 5.4% |
| Max length | 9 |
|---|---|
| Mean length | 7.2244 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
YEARS_BEGINEXPLUATATION_AVG
Numeric
| Distinct count | 129 |
|---|---|
| Unique (%) | 1.3% |
| Missing (%) | 49.4% |
| Missing (n) | 4937 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9783027849 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9687 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.9955 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.05317625875 |
|---|---|
| Coef of variation | 0.05435562442 |
| Kurtosis | 300.8007527 |
| Mean | 0.9783027849 |
| MAD | 0.01005881585 |
| Skewness | -16.9361385 |
| Sum | 4953.147 |
| Variance | 0.002827714494 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9856 | 153 | 1.5% | |
| 0.9871 | 141 | 1.4% | |
| 0.9791 | 138 | 1.4% | |
| 0.9836 | 136 | 1.4% | |
| 0.9811 | 136 | 1.4% | |
| 0.9801 | 132 | 1.3% | |
| 0.9821 | 131 | 1.3% | |
| 0.9816 | 129 | 1.3% | |
| 0.9841 | 128 | 1.3% | |
| 0.9861 | 128 | 1.3% | |
| Other values (118) | 3711 | 37.1% | |
| (Missing) | 4937 | 49.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 0.1% | |
| 0.3318 | 1 | < 0.1% | |
| 0.4779 | 1 | < 0.1% | |
| 0.4943 | 1 | < 0.1% | |
| 0.4983 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.9995 | 13 | 0.1% | |
| 0.999 | 36 | 0.4% | |
| 0.9985 | 31 | 0.3% | |
| 0.998 | 32 | 0.3% |
YEARS_BEGINEXPLUATATION_MEDI
Numeric
| Distinct count | 123 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 49.4% |
| Missing (n) | 4937 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9784500296 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9687 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.996 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.05359045186 |
|---|---|
| Coef of variation | 0.05477076012 |
| Kurtosis | 308.7994333 |
| Mean | 0.9784500296 |
| MAD | 0.009873118345 |
| Skewness | -17.28870538 |
| Sum | 4953.8925 |
| Variance | 0.002871936531 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9856 | 156 | 1.6% | |
| 0.9791 | 141 | 1.4% | |
| 0.9871 | 140 | 1.4% | |
| 0.9811 | 135 | 1.4% | |
| 0.9836 | 133 | 1.3% | |
| 0.9801 | 132 | 1.3% | |
| 0.9821 | 131 | 1.3% | |
| 0.9861 | 131 | 1.3% | |
| 0.9841 | 130 | 1.3% | |
| 0.9846 | 130 | 1.3% | |
| Other values (112) | 3704 | 37.0% | |
| (Missing) | 4937 | 49.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 0.4779 | 1 | < 0.1% | |
| 0.4943 | 1 | < 0.1% | |
| 0.4983 | 1 | < 0.1% | |
| 0.8922 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 0.9995 | 15 | 0.1% | |
| 0.999 | 38 | 0.4% | |
| 0.9985 | 30 | 0.3% | |
| 0.998 | 36 | 0.4% |
YEARS_BEGINEXPLUATATION_MODE
Numeric
| Distinct count | 123 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 49.4% |
| Missing (n) | 4937 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9775180723 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9682 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.9955 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.06060854583 |
|---|---|
| Coef of variation | 0.06200248112 |
| Kurtosis | 250.8429063 |
| Mean | 0.9775180723 |
| MAD | 0.01087694329 |
| Skewness | -15.73293137 |
| Sum | 4949.174 |
| Variance | 0.003673395827 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9856 | 148 | 1.5% | |
| 0.9791 | 142 | 1.4% | |
| 0.9871 | 137 | 1.4% | |
| 0.9861 | 131 | 1.3% | |
| 0.9821 | 131 | 1.3% | |
| 0.9801 | 130 | 1.3% | |
| 0.9846 | 129 | 1.3% | |
| 0.9811 | 128 | 1.3% | |
| 0.9806 | 128 | 1.3% | |
| 0.9772 | 126 | 1.3% | |
| Other values (112) | 3733 | 37.3% | |
| (Missing) | 4937 | 49.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 0.0005 | 16 | 0.2% | |
| 0.8923 | 1 | < 0.1% | |
| 0.8977 | 1 | < 0.1% | |
| 0.9206 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9995 | 13 | 0.1% | |
| 0.999 | 35 | 0.4% | |
| 0.9985 | 31 | 0.3% | |
| 0.998 | 33 | 0.3% |
YEARS_BUILD_AVG
Numeric
| Distinct count | 107 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 66.8% |
| Missing (n) | 6681 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.750290931 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.592 |
| Q1 | 0.6872 |
| Median | 0.7552 |
| Q3 | 0.8232 |
| 95-th percentile | 0.9456 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.136 |
Descriptive statistics
| Standard deviation | 0.1137588949 |
|---|---|
| Coef of variation | 0.151619712 |
| Kurtosis | 3.553881918 |
| Mean | 0.750290931 |
| MAD | 0.08499688241 |
| Skewness | -0.8842643176 |
| Sum | 2490.2156 |
| Variance | 0.01294108616 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8028 | 100 | 1.0% | |
| 0.7144 | 98 | 1.0% | |
| 0.7688 | 94 | 0.9% | |
| 0.8232 | 92 | 0.9% | |
| 0.7552 | 91 | 0.9% | |
| 0.7892 | 89 | 0.9% | |
| 0.8096 | 88 | 0.9% | |
| 0.7484 | 87 | 0.9% | |
| 0.7756 | 85 | 0.9% | |
| 0.7348 | 82 | 0.8% | |
| Other values (96) | 2413 | 24.1% | |
| (Missing) | 6681 | 66.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.0072 | 1 | < 0.1% | |
| 0.1296 | 1 | < 0.1% | |
| 0.1432 | 1 | < 0.1% | |
| 0.1636 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 0.9932 | 7 | 0.1% | |
| 0.9864 | 25 | 0.2% | |
| 0.9796 | 26 | 0.3% | |
| 0.9728 | 29 | 0.3% |
YEARS_BUILD_MEDI
Numeric
| Distinct count | 106 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 66.8% |
| Missing (n) | 6681 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7535238927 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5975 |
| Q1 | 0.6847 |
| Median | 0.7585 |
| Q3 | 0.8256 |
| 95-th percentile | 0.9463 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1409 |
Descriptive statistics
| Standard deviation | 0.1124525397 |
|---|---|
| Coef of variation | 0.1492355329 |
| Kurtosis | 3.553272614 |
| Mean | 0.7535238927 |
| MAD | 0.08410975 |
| Skewness | -0.8736693697 |
| Sum | 2500.9458 |
| Variance | 0.01264557369 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8054 | 101 | 1.0% | |
| 0.7182 | 96 | 1.0% | |
| 0.7719 | 92 | 0.9% | |
| 0.8121 | 91 | 0.9% | |
| 0.792 | 90 | 0.9% | |
| 0.7585 | 89 | 0.9% | |
| 0.8256 | 89 | 0.9% | |
| 0.7786 | 85 | 0.9% | |
| 0.7518 | 83 | 0.8% | |
| 0.7383 | 81 | 0.8% | |
| Other values (95) | 2422 | 24.2% | |
| (Missing) | 6681 | 66.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.0205 | 1 | < 0.1% | |
| 0.1412 | 1 | < 0.1% | |
| 0.1547 | 1 | < 0.1% | |
| 0.1748 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 0.9933 | 7 | 0.1% | |
| 0.9866 | 27 | 0.3% | |
| 0.9799 | 23 | 0.2% | |
| 0.9732 | 32 | 0.3% |
YEARS_BUILD_MODE
Numeric
| Distinct count | 107 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 66.8% |
| Missing (n) | 6681 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7572721603 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.608 |
| Q1 | 0.6929 |
| Median | 0.7648 |
| Q3 | 0.8236 |
| 95-th percentile | 0.9477 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1307 |
Descriptive statistics
| Standard deviation | 0.1107905062 |
|---|---|
| Coef of variation | 0.1463020985 |
| Kurtosis | 3.965450682 |
| Mean | 0.7572721603 |
| MAD | 0.08250236836 |
| Skewness | -0.9401512009 |
| Sum | 2513.3863 |
| Variance | 0.01227453627 |
| Memory size | 78.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8105 | 98 | 1.0% | |
| 0.7256 | 97 | 1.0% | |
| 0.8171 | 92 | 0.9% | |
| 0.7975 | 91 | 0.9% | |
| 0.7452 | 90 | 0.9% | |
| 0.8301 | 89 | 0.9% | |
| 0.7648 | 89 | 0.9% | |
| 0.7779 | 87 | 0.9% | |
| 0.8367 | 84 | 0.8% | |
| 0.7844 | 84 | 0.8% | |
| Other values (96) | 2418 | 24.2% | |
| (Missing) | 6681 | 66.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 0.0461 | 1 | < 0.1% | |
| 0.1637 | 1 | < 0.1% | |
| 0.1768 | 1 | < 0.1% | |
| 0.2094 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 0.9935 | 7 | 0.1% | |
| 0.9869 | 25 | 0.2% | |
| 0.9804 | 23 | 0.2% | |
| 0.9739 | 29 | 0.3% |
First rows
| AMT_ANNUITY | AMT_CREDIT | AMT_GOODS_PRICE | AMT_INCOME_TOTAL | AMT_REQ_CREDIT_BUREAU_DAY | AMT_REQ_CREDIT_BUREAU_HOUR | AMT_REQ_CREDIT_BUREAU_MON | AMT_REQ_CREDIT_BUREAU_QRT | AMT_REQ_CREDIT_BUREAU_WEEK | AMT_REQ_CREDIT_BUREAU_YEAR | APARTMENTS_AVG | APARTMENTS_MEDI | APARTMENTS_MODE | BASEMENTAREA_AVG | BASEMENTAREA_MEDI | BASEMENTAREA_MODE | CNT_CHILDREN | CNT_FAM_MEMBERS | CODE_GENDER | COMMONAREA_AVG | COMMONAREA_MEDI | COMMONAREA_MODE | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | DAYS_LAST_PHONE_CHANGE | DAYS_REGISTRATION | DEF_30_CNT_SOCIAL_CIRCLE | DEF_60_CNT_SOCIAL_CIRCLE | df_index | ELEVATORS_AVG | ELEVATORS_MEDI | ELEVATORS_MODE | EMERGENCYSTATE_MODE | ENTRANCES_AVG | ENTRANCES_MEDI | ENTRANCES_MODE | EXT_SOURCE_1 | EXT_SOURCE_2 | EXT_SOURCE_3 | FLAG_CONT_MOBILE | FLAG_DOCUMENT_10 | FLAG_DOCUMENT_11 | FLAG_DOCUMENT_12 | FLAG_DOCUMENT_13 | FLAG_DOCUMENT_14 | FLAG_DOCUMENT_15 | FLAG_DOCUMENT_16 | FLAG_DOCUMENT_17 | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_2 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | FLAG_DOCUMENT_3 | FLAG_DOCUMENT_4 | FLAG_DOCUMENT_5 | FLAG_DOCUMENT_6 | FLAG_DOCUMENT_7 | FLAG_DOCUMENT_8 | FLAG_DOCUMENT_9 | FLAG_EMAIL | FLAG_EMP_PHONE | FLAG_MOBIL | FLAG_OWN_CAR | FLAG_OWN_REALTY | FLAG_PHONE | FLAG_WORK_PHONE | FLOORSMAX_AVG | FLOORSMAX_MEDI | FLOORSMAX_MODE | FLOORSMIN_AVG | FLOORSMIN_MEDI | FLOORSMIN_MODE | FONDKAPREMONT_MODE | HOUR_APPR_PROCESS_START | HOUSETYPE_MODE | LANDAREA_AVG | LANDAREA_MEDI | LANDAREA_MODE | LIVE_CITY_NOT_WORK_CITY | LIVE_REGION_NOT_WORK_REGION | LIVINGAPARTMENTS_AVG | LIVINGAPARTMENTS_MEDI | LIVINGAPARTMENTS_MODE | LIVINGAREA_AVG | LIVINGAREA_MEDI | LIVINGAREA_MODE | NAME_CONTRACT_TYPE | NAME_EDUCATION_TYPE | NAME_FAMILY_STATUS | NAME_HOUSING_TYPE | NAME_INCOME_TYPE | NAME_TYPE_SUITE | NONLIVINGAPARTMENTS_AVG | NONLIVINGAPARTMENTS_MEDI | NONLIVINGAPARTMENTS_MODE | NONLIVINGAREA_AVG | NONLIVINGAREA_MEDI | NONLIVINGAREA_MODE | OBS_30_CNT_SOCIAL_CIRCLE | OBS_60_CNT_SOCIAL_CIRCLE | OCCUPATION_TYPE | ORGANIZATION_TYPE | OWN_CAR_AGE | REG_CITY_NOT_LIVE_CITY | REG_CITY_NOT_WORK_CITY | REG_REGION_NOT_LIVE_REGION | REG_REGION_NOT_WORK_REGION | REGION_POPULATION_RELATIVE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | SK_ID_CURR | TARGET | TOTALAREA_MODE | WALLSMATERIAL_MODE | WEEKDAY_APPR_PROCESS_START | YEARS_BEGINEXPLUATATION_AVG | YEARS_BEGINEXPLUATATION_MEDI | YEARS_BEGINEXPLUATATION_MODE | YEARS_BUILD_AVG | YEARS_BUILD_MEDI | YEARS_BUILD_MODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 42970.5 | 746280.0 | 675000.0 | 112500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -22141 | 365243 | -4079 | 0.0 | -7405.0 | 0.0 | 0.0 | 219808 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.465033 | 0.673830 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | N | Y | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Married | House / apartment | Pensioner | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.026392 | 2 | 2 | 354646 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 11547.0 | 269550.0 | 225000.0 | 49500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | M | NaN | NaN | NaN | -22197 | 365243 | -2901 | -602.0 | -2810.0 | 0.0 | 0.0 | 65594 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.345165 | 0.785052 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | Y | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 7 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Pensioner | Family | NaN | NaN | NaN | NaN | NaN | NaN | 10.0 | 9.0 | NaN | XNA | 31.0 | 0 | 0 | 0 | 0 | 0.002134 | 3 | 3 | 176074 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 29002.5 | 991944.0 | 828000.0 | 225000.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 3.0 | 0.2062 | 0.2082 | 0.2101 | 0.0000 | 0.0000 | 0.0000 | 0 | 2.0 | F | 0.0318 | 0.0320 | 0.0321 | -14269 | -677 | -4317 | 0.0 | -5280.0 | 0.0 | 0.0 | 275972 | 0.20 | 0.20 | 0.2014 | No | 0.1724 | 0.1724 | 0.1724 | NaN | 0.673598 | 0.468660 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 1 | 0 | 0.3333 | 0.3333 | 0.3333 | 0.375 | 0.375 | 0.375 | reg oper spec account | 13 | block of flats | 0.0302 | 0.0307 | 0.0309 | 0 | 0 | 0.1647 | 0.1676 | 0.1800 | 0.1848 | 0.1881 | 0.1926 | Cash loans | Secondary / secondary special | Civil marriage | Municipal apartment | Commercial associate | Unaccompanied | 0.0154 | 0.0155 | 0.0156 | 0.0285 | 0.0291 | 0.0302 | 0.0 | 0.0 | NaN | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.009334 | 2 | 2 | 419782 | 0 | 0.1690 | Stone, brick | THURSDAY | 0.9856 | 0.9856 | 0.9856 | 0.8028 | 0.8054 | 0.8105 |
| 3 | 59485.5 | 2250000.0 | 2250000.0 | 495000.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.1093 | 0.1103 | 0.1113 | 0.0662 | 0.0662 | 0.0687 | 2 | 4.0 | F | 0.0500 | 0.0503 | 0.0504 | -12188 | -428 | -3177 | -4.0 | -2479.0 | 0.0 | 0.0 | 278256 | 0.08 | 0.08 | 0.0806 | No | 0.0345 | 0.0345 | 0.0345 | 0.571360 | 0.759407 | 0.743559 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 1 | 0 | 0.3333 | 0.3333 | 0.3333 | 0.375 | 0.375 | 0.375 | reg oper account | 11 | block of flats | 0.0558 | 0.0568 | 0.0571 | 0 | 0 | 0.0883 | 0.0898 | 0.0964 | 0.0925 | 0.0941 | 0.0964 | Cash loans | Higher education | Married | House / apartment | Commercial associate | Unaccompanied | 0.0039 | 0.0039 | 0.0039 | 0.0148 | 0.0152 | 0.0157 | 0.0 | 0.0 | Accountants | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.010006 | 2 | 1 | 422389 | 0 | 0.1018 | Panel | SATURDAY | 0.9886 | 0.9886 | 0.9886 | 0.8436 | 0.8457 | 0.8497 |
| 4 | 27112.5 | 927252.0 | 774000.0 | 130500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -21445 | 365243 | -4616 | -1003.0 | -10748.0 | 0.0 | 0.0 | 167385 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.459912 | 0.549597 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Y | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 13 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Pensioner | Spouse, partner | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 1.0 | NaN | XNA | 13.0 | 0 | 0 | 0 | 0 | 0.015221 | 2 | 2 | 294040 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 44275.5 | 454500.0 | 454500.0 | 247500.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | F | NaN | NaN | NaN | -15962 | -2288 | -4284 | -1846.0 | -9977.0 | 0.0 | 0.0 | 43117 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.696307 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | Y | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Single / not married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | 2.0 | NaN | Other | 1.0 | 0 | 0 | 0 | 0 | 0.014520 | 2 | 2 | 149909 | 0 | NaN | NaN | THURSDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 33025.5 | 1125000.0 | 1125000.0 | 112500.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -17018 | -9775 | -561 | -2205.0 | -7945.0 | 0.0 | 0.0 | 291347 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.035405 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 7 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Working | Family | NaN | NaN | NaN | NaN | NaN | NaN | 13.0 | 12.0 | Laborers | Industry: type 9 | NaN | 0 | 0 | 0 | 0 | 0.003813 | 2 | 2 | 437525 | 0 | NaN | NaN | FRIDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 29745.0 | 900000.0 | 900000.0 | 112500.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 1 | 3.0 | M | NaN | NaN | NaN | -18720 | -166 | -2035 | -1727.0 | -3676.0 | 0.0 | 0.0 | 56851 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.812998 | 0.717145 | 0.771362 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | NaN | NaN | NaN | NaN | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Commercial associate | Family | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Cleaning staff | Business Entity Type 3 | NaN | 0 | 1 | 0 | 0 | 0.031329 | 2 | 2 | 165886 | 0 | NaN | NaN | THURSDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 34245.0 | 1166724.0 | 913500.0 | 292500.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0186 | 0.0187 | 0.0189 | 0.0000 | 0.0000 | 0.0000 | 0 | 2.0 | F | NaN | NaN | NaN | -16701 | -622 | -243 | -219.0 | -10082.0 | 0.0 | 0.0 | 288496 | NaN | NaN | NaN | No | 0.1034 | 0.1034 | 0.1034 | NaN | 0.456329 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | 0.0417 | 0.0417 | 0.0417 | NaN | NaN | NaN | NaN | 15 | block of flats | 0.0579 | 0.0589 | 0.0593 | 1 | 0 | NaN | NaN | NaN | 0.0179 | 0.0182 | 0.0187 | Cash loans | Secondary / secondary special | Married | House / apartment | Commercial associate | Family | NaN | NaN | NaN | 0.0062 | 0.0063 | 0.0065 | 0.0 | 0.0 | Sales staff | Business Entity Type 3 | NaN | 0 | 1 | 0 | 0 | 0.046220 | 1 | 1 | 434226 | 0 | 0.0154 | Stone, brick | MONDAY | 0.9821 | 0.9821 | 0.9821 | NaN | NaN | NaN |
| 9 | 31770.0 | 1082214.0 | 945000.0 | 112500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -17723 | 365243 | -1267 | -733.0 | -10221.0 | 0.0 | 0.0 | 35436 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.507070 | 0.424586 | 0.526295 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | N | Y | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 10 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Pensioner | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.035792 | 2 | 2 | 141045 | 0 | NaN | NaN | THURSDAY | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| AMT_ANNUITY | AMT_CREDIT | AMT_GOODS_PRICE | AMT_INCOME_TOTAL | AMT_REQ_CREDIT_BUREAU_DAY | AMT_REQ_CREDIT_BUREAU_HOUR | AMT_REQ_CREDIT_BUREAU_MON | AMT_REQ_CREDIT_BUREAU_QRT | AMT_REQ_CREDIT_BUREAU_WEEK | AMT_REQ_CREDIT_BUREAU_YEAR | APARTMENTS_AVG | APARTMENTS_MEDI | APARTMENTS_MODE | BASEMENTAREA_AVG | BASEMENTAREA_MEDI | BASEMENTAREA_MODE | CNT_CHILDREN | CNT_FAM_MEMBERS | CODE_GENDER | COMMONAREA_AVG | COMMONAREA_MEDI | COMMONAREA_MODE | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | DAYS_LAST_PHONE_CHANGE | DAYS_REGISTRATION | DEF_30_CNT_SOCIAL_CIRCLE | DEF_60_CNT_SOCIAL_CIRCLE | df_index | ELEVATORS_AVG | ELEVATORS_MEDI | ELEVATORS_MODE | EMERGENCYSTATE_MODE | ENTRANCES_AVG | ENTRANCES_MEDI | ENTRANCES_MODE | EXT_SOURCE_1 | EXT_SOURCE_2 | EXT_SOURCE_3 | FLAG_CONT_MOBILE | FLAG_DOCUMENT_10 | FLAG_DOCUMENT_11 | FLAG_DOCUMENT_12 | FLAG_DOCUMENT_13 | FLAG_DOCUMENT_14 | FLAG_DOCUMENT_15 | FLAG_DOCUMENT_16 | FLAG_DOCUMENT_17 | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_2 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | FLAG_DOCUMENT_3 | FLAG_DOCUMENT_4 | FLAG_DOCUMENT_5 | FLAG_DOCUMENT_6 | FLAG_DOCUMENT_7 | FLAG_DOCUMENT_8 | FLAG_DOCUMENT_9 | FLAG_EMAIL | FLAG_EMP_PHONE | FLAG_MOBIL | FLAG_OWN_CAR | FLAG_OWN_REALTY | FLAG_PHONE | FLAG_WORK_PHONE | FLOORSMAX_AVG | FLOORSMAX_MEDI | FLOORSMAX_MODE | FLOORSMIN_AVG | FLOORSMIN_MEDI | FLOORSMIN_MODE | FONDKAPREMONT_MODE | HOUR_APPR_PROCESS_START | HOUSETYPE_MODE | LANDAREA_AVG | LANDAREA_MEDI | LANDAREA_MODE | LIVE_CITY_NOT_WORK_CITY | LIVE_REGION_NOT_WORK_REGION | LIVINGAPARTMENTS_AVG | LIVINGAPARTMENTS_MEDI | LIVINGAPARTMENTS_MODE | LIVINGAREA_AVG | LIVINGAREA_MEDI | LIVINGAREA_MODE | NAME_CONTRACT_TYPE | NAME_EDUCATION_TYPE | NAME_FAMILY_STATUS | NAME_HOUSING_TYPE | NAME_INCOME_TYPE | NAME_TYPE_SUITE | NONLIVINGAPARTMENTS_AVG | NONLIVINGAPARTMENTS_MEDI | NONLIVINGAPARTMENTS_MODE | NONLIVINGAREA_AVG | NONLIVINGAREA_MEDI | NONLIVINGAREA_MODE | OBS_30_CNT_SOCIAL_CIRCLE | OBS_60_CNT_SOCIAL_CIRCLE | OCCUPATION_TYPE | ORGANIZATION_TYPE | OWN_CAR_AGE | REG_CITY_NOT_LIVE_CITY | REG_CITY_NOT_WORK_CITY | REG_REGION_NOT_LIVE_REGION | REG_REGION_NOT_WORK_REGION | REGION_POPULATION_RELATIVE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | SK_ID_CURR | TARGET | TOTALAREA_MODE | WALLSMATERIAL_MODE | WEEKDAY_APPR_PROCESS_START | YEARS_BEGINEXPLUATATION_AVG | YEARS_BEGINEXPLUATATION_MEDI | YEARS_BEGINEXPLUATATION_MODE | YEARS_BUILD_AVG | YEARS_BUILD_MEDI | YEARS_BUILD_MODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 34038.0 | 704844.0 | 630000.0 | 180000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0278 | 0.0281 | 0.0284 | NaN | NaN | NaN | 2 | 4.0 | F | NaN | NaN | NaN | -10205 | -1486 | -2708 | -590.0 | -9855.0 | 0.0 | 0.0 | 253114 | 0.00 | 0.00 | 0.0000 | No | 0.1034 | 0.1034 | 0.1034 | NaN | 0.691980 | 0.511892 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 0 | 0 | 0.0833 | 0.0833 | 0.0833 | NaN | NaN | NaN | NaN | 16 | block of flats | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | 0.0146 | 0.0149 | 0.0153 | Cash loans | Secondary / secondary special | Civil marriage | With parents | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Private service staff | Services | NaN | 0 | 0 | 0 | 0 | 0.046220 | 1 | 1 | 392884 | 0 | 0.0209 | NaN | WEDNESDAY | 0.9866 | 0.9866 | 0.9866 | NaN | NaN | NaN |
| 9991 | 51412.5 | 1006920.0 | 900000.0 | 292500.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0773 | 0.0781 | 0.0788 | 0.0915 | 0.0915 | 0.0950 | 0 | 2.0 | F | 0.0116 | 0.0117 | 0.0117 | -16742 | -1375 | -67 | -428.0 | -3111.0 | 0.0 | 0.0 | 72273 | 0.00 | 0.00 | 0.0000 | No | 0.1724 | 0.1724 | 0.1724 | 0.818929 | 0.619672 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 1 | 0.1667 | 0.1667 | 0.1667 | 0.2083 | 0.2083 | 0.2083 | reg oper spec account | 13 | block of flats | 0.0607 | 0.0617 | 0.0620 | 1 | 1 | 0.0630 | 0.0641 | 0.0689 | 0.0766 | 0.0779 | 0.0798 | Cash loans | Higher education | Married | House / apartment | Working | Unaccompanied | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0 | 0.0 | Accountants | Trade: type 2 | NaN | 0 | 1 | 0 | 1 | 0.009657 | 2 | 2 | 183813 | 0 | 0.0666 | Panel | SATURDAY | 0.9762 | 0.9762 | 0.9762 | 0.6736 | 0.6780 | 0.6864 |
| 9992 | 34362.0 | 863226.0 | 697500.0 | 94500.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0825 | 0.0833 | 0.0840 | 0.0793 | 0.0793 | 0.0822 | 0 | 2.0 | F | 0.0086 | 0.0086 | 0.0087 | -21196 | 365243 | -4116 | -287.0 | -578.0 | 0.0 | 0.0 | 87878 | 0.00 | 0.00 | 0.0000 | No | 0.1379 | 0.1379 | 0.1379 | NaN | 0.570254 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | N | Y | 0 | 0 | 0.1667 | 0.1667 | 0.1667 | 0.2083 | 0.2083 | 0.2083 | not specified | 8 | block of flats | 0.0511 | 0.0520 | 0.0522 | 0 | 0 | 0.0672 | 0.0684 | 0.0735 | 0.0702 | 0.0715 | 0.0732 | Cash loans | Secondary / secondary special | Married | House / apartment | Pensioner | Unaccompanied | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0 | 0.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.020713 | 3 | 2 | 202013 | 0 | 0.0599 | Panel | SATURDAY | 0.9757 | 0.9757 | 0.9757 | 0.6668 | 0.6713 | 0.6798 |
| 9993 | 13500.0 | 270000.0 | 270000.0 | 135000.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 3.0 | 0.0072 | 0.0073 | 0.0074 | NaN | NaN | NaN | 0 | 2.0 | M | NaN | NaN | NaN | -12811 | -3048 | -4745 | -1596.0 | -5321.0 | 0.0 | 0.0 | 270938 | NaN | NaN | NaN | No | 0.2069 | 0.2069 | 0.2069 | NaN | 0.432260 | 0.715103 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 0 | 0 | 0.0000 | 0.0000 | 0.0000 | NaN | NaN | NaN | NaN | 6 | block of flats | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | 0.0040 | 0.0041 | 0.0042 | Revolving loans | Secondary / secondary special | Married | Municipal apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | 2.0 | Drivers | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.018801 | 2 | 2 | 414088 | 0 | 0.0032 | NaN | FRIDAY | 0.9702 | 0.9702 | 0.9702 | NaN | NaN | NaN |
| 9994 | 20691.0 | 622188.0 | 472500.0 | 157500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0722 | 0.0729 | 0.0735 | 0.0727 | 0.0727 | 0.0755 | 1 | 3.0 | F | 0.0077 | 0.0077 | 0.0077 | -13980 | -828 | -4505 | 0.0 | -6269.0 | 2.0 | 1.0 | 146060 | 0.00 | 0.00 | 0.0000 | No | 0.1379 | 0.1379 | 0.1379 | 0.305367 | 0.416731 | 0.631355 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 1 | 0 | 0.1667 | 0.1667 | 0.1667 | 0.2083 | 0.2083 | 0.2083 | reg oper account | 10 | block of flats | 0.0631 | 0.0642 | 0.0645 | 0 | 1 | 0.0588 | 0.0599 | 0.0643 | 0.0636 | 0.0648 | 0.0663 | Cash loans | Higher education | Married | House / apartment | Working | Spouse, partner | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 4.0 | 4.0 | Security staff | Medicine | NaN | 0 | 0 | 0 | 1 | 0.008019 | 2 | 2 | 269355 | 0 | 0.0565 | Stone, brick | FRIDAY | 0.9816 | 0.9816 | 0.9816 | 0.7484 | 0.7518 | 0.7583 |
| 9995 | 26946.0 | 679500.0 | 679500.0 | 157500.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.2907 | 0.2935 | 0.2962 | 0.1997 | 0.1997 | 0.2073 | 1 | 3.0 | F | NaN | NaN | NaN | -14599 | -3350 | -5025 | -785.0 | -8592.0 | 0.0 | 0.0 | 42593 | 0.32 | 0.32 | 0.3222 | No | 0.2759 | 0.2759 | 0.2759 | 0.790771 | 0.683248 | 0.535276 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | N | N | 1 | 0 | 0.3333 | 0.3333 | 0.3333 | 0.3750 | 0.3750 | 0.3750 | reg oper account | 14 | block of flats | 0.0000 | 0.0000 | 0.0000 | 0 | 0 | 0.2337 | 0.2377 | 0.2553 | 0.1752 | 0.1783 | 0.1825 | Cash loans | Higher education | Married | House / apartment | Commercial associate | Unaccompanied | 0.0154 | 0.0155 | 0.0156 | 0.0305 | 0.0311 | 0.0323 | 4.0 | 4.0 | Accountants | Business Entity Type 2 | NaN | 0 | 0 | 0 | 0 | 0.072508 | 1 | 1 | 149299 | 0 | 0.2173 | Panel | SATURDAY | 0.9826 | 0.9826 | 0.9826 | 0.7620 | 0.7652 | 0.7713 |
| 9996 | 56533.5 | 713889.0 | 661500.0 | 202500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 4.0 | F | NaN | NaN | NaN | -13099 | -848 | -5379 | -300.0 | -1374.0 | 0.0 | 0.0 | 17719 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.593791 | 0.291818 | 0.342529 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | Construction | NaN | 0 | 0 | 0 | 0 | 0.022625 | 2 | 2 | 120657 | 0 | NaN | NaN | FRIDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 9997 | 31842.0 | 1134000.0 | 1134000.0 | 225000.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | F | NaN | NaN | NaN | -19710 | -2271 | -3247 | -1520.0 | -7017.0 | 0.0 | 0.0 | 114945 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.788617 | 0.547810 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | Y | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19 | NaN | NaN | NaN | NaN | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Single / not married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Accountants | Business Entity Type 3 | 4.0 | 0 | 0 | 0 | 1 | 0.046220 | 1 | 1 | 233283 | 0 | NaN | NaN | FRIDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 9998 | 49005.0 | 1782000.0 | 1782000.0 | 148500.0 | 0.0 | 0.0 | 1.0 | 2.0 | 0.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -19658 | -2671 | -3206 | -954.0 | -9052.0 | 0.0 | 0.0 | 234694 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.257113 | 0.676993 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 1.0 | Accountants | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.025164 | 2 | 2 | 371869 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 9999 | 16200.0 | 296280.0 | 225000.0 | 45000.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | M | NaN | NaN | NaN | -9672 | -617 | -2120 | -354.0 | -3571.0 | 2.0 | 1.0 | 245784 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.691812 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Single / not married | With parents | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 3.0 | Laborers | Other | NaN | 0 | 0 | 0 | 0 | 0.002134 | 3 | 3 | 384432 | 0 | NaN | NaN | FRIDAY | NaN | NaN | NaN | NaN | NaN | NaN |